{"id":5448,"date":"2022-08-13T23:45:46","date_gmt":"2022-08-14T07:45:46","guid":{"rendered":"https:\/\/www.gudusoft.com\/?p=5448"},"modified":"2022-09-17T14:06:33","modified_gmt":"2022-09-17T22:06:33","slug":"data-scientist-skills","status":"publish","type":"post","link":"https:\/\/www.gudusoft.com\/jp\/%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%ae%e3%82%b9%e3%82%ad%e3%83%ab\/","title":{"rendered":"2022 \u5e74\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u30c8\u30c3\u30d7 10 | Gudu SQLFlow"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#e8eaf0;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1310.4px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-1\" style=\"line-height:26px;\"><h2>2022 \u5e74\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u30c8\u30c3\u30d7 10<\/h2>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u306f\u6025\u901f\u306b\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u57fa\u790e\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u306e\u307f\u3001\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u4eba\u5de5\u77e5\u80fd\u306a\u3069\u306e\u3088\u308a\u9ad8\u5ea6\u306a\u6982\u5ff5\u306b\u9032\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3068\u63a2\u7d22\u3001\u30c7\u30fc\u30bf\u306e\u8868\u73fe\u3068\u5206\u6790\u306a\u3069\u3001\u5e45\u5e83\u3044\u5206\u91ce\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e5%a4%89%e6%8f%9b%e3%81%a8%e3%81%af\/\"><strong>\u5909\u8eab<\/strong><\/a>\u3001\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u3068\u8868\u73fe\u3001\u4e88\u6e2c\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3002\u3053\u308c\u3092\u805e\u304f\u3068\u3001\u521d\u5fc3\u8005\u306f\u5f53\u7136\u306e\u3053\u3068\u306a\u304c\u3089\u3001\u3069\u306e\u3088\u3046\u306a\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u306a\u306e\u304b\u7591\u554f\u306b\u601d\u3046\u3067\u3057\u3087\u3046\u3002 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%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\/\">\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/a><\/strong>?\u305d\u306e\u305f\u3081\u306b\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f 10 \u306e\u91cd\u8981\u306a\u3053\u3068\u3092\u63a2\u308a\u307e\u3059\u3002 <strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30b9\u30ad\u30eb<\/strong>.<\/p>\n<div id=\"attachment_5487\" style=\"width: 799px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-5487\" decoding=\"async\" class=\"size-full wp-image-5487\" src=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Data_Scientist_Skills.png\" alt=\"\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30b9\u30ad\u30eb\" width=\"789\" height=\"516\" srcset=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Data_Scientist_Skills-18x12.png 18w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Data_Scientist_Skills-200x131.png 200w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Data_Scientist_Skills-300x196.png 300w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Data_Scientist_Skills-400x262.png 400w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Data_Scientist_Skills-600x392.png 600w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Data_Scientist_Skills-768x502.png 768w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Data_Scientist_Skills.png 789w\" sizes=\"(max-width: 789px) 100vw, 789px\" \/><p id=\"caption-attachment-5487\" class=\"wp-caption-text\">\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30b9\u30ad\u30eb<\/p><\/div>\n<h3>\u30c8\u30c3\u30d7 10 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u2013 1. \u6570\u5b66\u3068\u7d71\u8a08<\/h3>\n<p><strong>1. \u7d71\u8a08\u3068\u78ba\u7387:<\/strong> \u7d71\u8a08\u3068\u78ba\u7387\u306f\u4e3b\u306b\u3001\u7279\u5fb4\u306e\u8996\u899a\u5316\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3001\u7279\u5fb4\u306e\u5909\u63db\u3001\u30c7\u30fc\u30bf\u306e\u518d\u69cb\u6210\u3001\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u524a\u6e1b\u3001\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30e2\u30c7\u30eb\u8a55\u4fa1\u306e\u5206\u91ce\u3067\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u958b\u59cb\u3059\u308b\u524d\u306b\u3001\u6b21\u306e\u6982\u5ff5\u3092\u7406\u89e3\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>a) \u5e73\u5747<\/p>\n<p>b) \u4e2d\u592e\u5024<\/p>\n<p>c) \u30e2\u30fc\u30c9<\/p>\n<p>d) \u6a19\u6e96\u504f\u5dee<\/p>\n<p>e) \u76f8\u95a2\u4fc2\u6570\u3068\u5171\u5206\u6563\u884c\u5217<\/p>\n<p>f) \u78ba\u7387\u5206\u5e03\uff08\u4e8c\u9805\u5206\u5e03\u3001\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3001\u6b63\u898f\u5206\u5e03\uff09<\/p>\n<p>g) P\u5024<\/p>\n<p>h) \u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee<\/p>\n<p>i) \u6c7a\u5b9a\u4fc2\u6570 R2<\/p>\n<p>j) \u30d9\u30a4\u30ba\u306e\u5b9a\u7406 (\u7cbe\u5ea6\u3001\u518d\u73fe\u7387\u3001\u6b63\u306e\u7684\u4e2d\u7387\u3001\u8ca0\u306e\u7684\u4e2d\u7387\u3001\u6df7\u540c\u884c\u5217\u3001ROC \u66f2\u7dda)<\/p>\n<p>k) A\/B \u30c6\u30b9\u30c8<\/p>\n<p>l) \u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<\/p>\n<p><strong>2. \u591a\u5909\u91cf\u89e3\u6790<\/strong>: \u307b\u3068\u3093\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u57fa\u3065\u3044\u3066\u4f5c\u6210\u3055\u308c\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u8907\u6570\u306e\u7279\u5fb4\u5024\u307e\u305f\u306f\u4e88\u6e2c\u5909\u6570\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u524d\u306b\u3001\u591a\u5909\u91cf\u89e3\u6790\u306b\u3064\u3044\u3066\u5341\u5206\u306b\u7406\u89e3\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u6b21\u306e\u6982\u5ff5\u306b\u3064\u3044\u3066\u7406\u89e3\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>a) \u591a\u5909\u91cf\u95a2\u6570<\/p>\n<p>b) \u5c0e\u95a2\u6570\u3068\u50be\u304d<\/p>\n<p>c) \u30b9\u30c6\u30c3\u30d7\u95a2\u6570\u3001\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3001\u52b9\u7528\u95a2\u6570\u3001\u7dda\u5f62\u6574\u6d41\u95a2\u6570<\/p>\n<p>d) \u8cbb\u7528\u95a2\u6570<\/p>\n<p>e) \u95a2\u6570\u30d7\u30ed\u30c3\u30c8<\/p>\n<p>f) \u95a2\u6570\u306e\u6700\u5927\u5024\u3068\u6700\u5c0f\u5024<\/p>\n<p><strong>3. \u7dda\u5f62\u4ee3\u6570<\/strong>: \u7dda\u5f62\u4ee3\u6570\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u3067\u6700\u3082\u91cd\u8981\u306a\u6570\u5b66\u7684\u30b9\u30ad\u30eb\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u884c\u5217\u3067\u8868\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7dda\u5f62\u4ee3\u6570\u306f\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u5909\u63db\u3001\u304a\u3088\u3073\u30e2\u30c7\u30eb\u8a55\u4fa1\u3067\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u7406\u89e3\u3059\u3079\u304d\u6982\u5ff5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<p>a) \u30d9\u30af\u30c8\u30eb<\/p>\n<p>b) \u30de\u30c8\u30ea\u30c3\u30af\u30b9<\/p>\n<p>c) \u884c\u5217\u306e\u8ee2\u7f6e<\/p>\n<p>d) \u9006\u884c\u5217<\/p>\n<p>e) \u884c\u5217\u5f0f<\/p>\n<p>f) \u5185\u7a4d<\/p>\n<p>g) \u56fa\u6709\u5024<\/p>\n<p>h) \u56fa\u6709\u30d9\u30af\u30c8\u30eb<\/p>\n<p><strong>4. \u6700\u9069\u5316\u65b9\u6cd5<\/strong>: \u307b\u3068\u3093\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u51e6\u7406\u76ee\u7684\u95a2\u6570\u3092\u6700\u5c0f\u5316\u3057\u3001\u30c6\u30b9\u30c8 \u30c7\u30fc\u30bf\u306e\u91cd\u307f\u3092\u53d6\u5f97\u3057\u3066\u4e88\u6e2c\u30e9\u30d9\u30eb\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u3053\u308c\u3092\u884c\u3046\u306b\u306f\u3001\u6b21\u306e\u6982\u5ff5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>a) \u8cbb\u7528\u95a2\u6570\/\u76ee\u7684\u95a2\u6570<\/p>\n<p>b) \u5c24\u5ea6\u95a2\u6570<\/p>\n<p>c) \u8aa4\u5dee\u95a2\u6570<\/p>\n<p>d) \u52fe\u914d\u964d\u4e0b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u305d\u306e\u5909\u5f62 (\u78ba\u7387\u7684\u52fe\u914d\u964d\u4e0b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0)<\/p>\n<h3>\u30c8\u30c3\u30d7 10 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u2013 2. \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/h3>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u3067\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306f\u975e\u5e38\u306b\u91cd\u8981\u306a\u30b9\u30ad\u30eb\u3067\u3059\u3002\u305d\u306e\u4e2d\u3067\u6700\u3082\u3088\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306fPython\u8a00\u8a9e\u3068R\u8a00\u8a9e\u306e2\u3064\u3067\u3042\u308a\u3001\u305d\u308c\u3089\u3092\u7406\u89e3\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u4e00\u90e8\u306e\u7d44\u7e54\u3067\u306f\u3001Python \u3068 R \u306e\u4e21\u65b9\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u3069\u3061\u3089\u304b\u3060\u3051\u306b\u7fd2\u719f\u3057\u3066\u3044\u308c\u3070\u3088\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>1. Python \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e<\/strong>: \u57fa\u672c\u7684\u306a Python \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0 \u30b9\u30ad\u30eb\u306b\u7fd2\u719f\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u76ee\u7684\u306e\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306b\u3044\u304f\u3064\u304b\u306e\u6700\u3082\u91cd\u8981\u306a Python \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30ea\u30b9\u30c8\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u7406\u89e3\u3057\u3001\u719f\u9054\u3057\u3066\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>a) \u30ca\u30f3\u30d4\u30fc<\/p>\n<p>b) \u30d1\u30f3\u30c0<\/p>\n<p>c) Matplotlib<\/p>\n<p>d) \u30b7\u30fc\u30dc\u30fc\u30f3<\/p>\n<p>e) scikit-learn<\/p>\n<p>f) \u30d1\u30a4\u30c8\u30fc\u30c1<\/p>\n<p><strong>2. R \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e<\/strong>:<\/p>\n<p>a) \u30bf\u30a4\u30c7\u30a3\u30d0\u30fc\u30b9<\/p>\n<p>b) Dplyr<\/p>\n<p>c) Ggplot2<\/p>\n<p>d) \u30ad\u30e3\u30ec\u30c3\u30c8<\/p>\n<p>e) \u30b9\u30c8\u30ea\u30f3\u30ac\u30fc<\/p>\n<p><strong>3. \u305d\u306e\u4ed6\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e<\/strong>: \u4eca\u65e5\u306e\u793e\u4f1a\u3067\u306f\u3001\u4e00\u90e8\u306e\u696d\u754c\u7d44\u7e54\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u4ed6\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3082\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>a) \u30a8\u30af\u30bb\u30eb<\/p>\n<p>b) \u30bf\u30d6\u30ed\u30fc<\/p>\n<p>c) \u30cf\u30c9\u30a5\u30fc\u30d7<\/p>\n<p>d) SQL<\/p>\n<p>e) \u706b\u82b1<\/p>\n<h3>\u30c8\u30c3\u30d7 10 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u2013 3. \u30c7\u30fc\u30bf\u7d71\u5408\u3068\u524d\u51e6\u7406<\/h3>\n<p>\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u3067\u306f\u3001\u63a8\u8ad6\u5206\u6790\u3001\u4e88\u6e2c\u5206\u6790\u3001\u51e6\u65b9\u5206\u6790\u306e\u3044\u305a\u308c\u3067\u3042\u3063\u3066\u3082\u3001\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u30c7\u30fc\u30bf\u306e\u95a2\u4e0e\u304c\u5fc5\u8981\u3067\u3059\u3002\u4e88\u6e2c\u30e2\u30c7\u30eb\u304c\u6b63\u78ba\u306a\u4e88\u6e2c\u3092\u884c\u3048\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u4e3b\u306b <a href=\"https:\/\/www.gudusoft.com\/jp\/%e6%9c%80%e9%ab%98%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e5%93%81%e8%b3%aa%e3%83%84%e3%83%bc%e3%83%ab-%e3%82%bd%e3%83%95%e3%83%88%e3%82%a6%e3%82%a7%e3%82%a2\/\"><strong>\u30c7\u30fc\u30bf\u306e\u54c1\u8cea<\/strong><\/a> \u30e2\u30c7\u30ea\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u3067\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u8868\u3001\u753b\u50cf\u3001\u97f3\u58f0\u3001\u30d3\u30c7\u30aa\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u304c\u3042\u308a\u307e\u3059\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u5206\u6790\u7528\u306e\u30c7\u30fc\u30bf\u3092\u30de\u30a4\u30cb\u30f3\u30b0\u3057\u3066\u51e6\u7406\u3057\u3001\u305d\u306e\u5f8c\u306e\u5206\u6790\u306b\u9069\u3057\u305f\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>1. \u30c7\u30fc\u30bf\u7d71\u5408<\/strong>: \u30c7\u30fc\u30bf\u7d71\u5408\u306f\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u307b\u3068\u3093\u3069\u306e\u30c7\u30fc\u30bf\u306f\u901a\u5e38\u3001\u30d5\u30a1\u30a4\u30eb\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u307e\u305f\u306f Web \u30da\u30fc\u30b8\u3001\u30c4\u30a4\u30fc\u30c8\u3001PDF \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u5b58\u5728\u3059\u308b\u305f\u3081\u3001\u5206\u6790\u306b\u76f4\u63a5\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30c7\u30fc\u30bf\u304b\u3089\u512a\u308c\u305f\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3076\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<p><strong>2. \u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406<\/strong>:\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3082\u91cd\u8981\u3067\u3042\u308a\u3001\u305d\u308c\u306b\u95a2\u9023\u3059\u308b\u4e3b\u306a\u6982\u5ff5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<p>a) \u6b20\u640d\u30c7\u30fc\u30bf\u306e\u51e6\u7406<\/p>\n<p>b) \u30c7\u30fc\u30bf\u518d\u69cb\u7bc9<\/p>\n<p>c) \u30ab\u30c6\u30b4\u30ea\u30c7\u30fc\u30bf\u306e\u51e6\u7406<\/p>\n<p>d) \u5206\u985e\u554f\u984c\u3092\u6271\u3046\u969b\u306e\u30af\u30e9\u30b9\u30e9\u30d9\u30eb\u306e\u30a8\u30f3\u30b3\u30fc\u30c9<\/p>\n<p>e) \u4e3b\u6210\u5206\u5206\u6790 (PCA)\u3001\u7dda\u5f62\u5224\u5225\u5206\u6790 (LDA) \u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u7279\u5fb4\u5909\u63db\u624b\u6cd5\u3068\u6b21\u5143\u524a\u6e1b\u624b\u6cd5<\/p>\n<h3>\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30b9\u30ad\u30eb \u30c8\u30c3\u30d7 10 \u2013 4. \u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316<\/h3>\n<p>\u8a8d\u5b9a\u3055\u308c\u305f\u30c7\u30fc\u30bf \u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3001\u6b21\u306e\u3082\u306e\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>a) \u30c7\u30fc\u30bf\u578b: \u30c7\u30fc\u30bf\u3092\u8996\u899a\u5316\u3059\u308b\u65b9\u6cd5\u3092\u6c7a\u5b9a\u3059\u308b\u3068\u304d\u306f\u3001 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%a1%e3%82%bf%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e7%a8%ae%e9%a1%9e\/\">\u30c7\u30fc\u30bf\u306e\u7a2e\u985e<\/a><\/strong>\u3001\u30ab\u30c6\u30b4\u30ea \u30c7\u30fc\u30bf\u3001\u96e2\u6563\u30c7\u30fc\u30bf\u3001\u9023\u7d9a\u30c7\u30fc\u30bf\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3001\u305d\u306e\u4ed6\u306e\u7a2e\u985e\u306e\u3044\u305a\u308c\u3067\u3042\u308b\u304b\u306a\u3069\u3002<\/p>\n<p>b) \u5e7e\u4f55\u30b0\u30e9\u30d5: \u6563\u5e03\u56f3\u3001\u66f2\u7dda\u30b0\u30e9\u30d5\u3001\u68d2\u30b0\u30e9\u30d5\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3001QQplot\u3001\u5bc6\u5ea6\u30de\u30c3\u30d7\u3001\u30dc\u30c3\u30af\u30b9 \u30b0\u30e9\u30d5\u3001\u30da\u30a2\u30d7\u30ed\u30c3\u30c8\u591a\u5909\u91cf\u30b0\u30e9\u30d5\u3001\u30d2\u30fc\u30c8 \u30de\u30c3\u30d7\u306a\u3069\u3001\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u8996\u899a\u5316\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>c) \u30de\u30c3\u30d4\u30f3\u30b0: X \u8ef8\u3068 Y \u8ef8\u306e\u5909\u6570\u3092\u305d\u308c\u305e\u308c\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u624b\u9806\u306f\u3001\u5206\u6790\u3059\u308b\u30c7\u30fc\u30bf\u304c\u8907\u6570\u306e\u56fa\u6709\u5024\u3092\u6301\u3064\u30ad\u30e5\u30fc\u30d6\u3067\u3042\u308b\u5834\u5408\u306b\u7279\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>d) \u30b9\u30b1\u30fc\u30eb: \u7dda\u5f62\u30b9\u30b1\u30fc\u30eb\u307e\u305f\u306f\u5bfe\u6570\u30b9\u30b1\u30fc\u30eb\u306a\u3069\u3001\u4f7f\u7528\u3059\u308b\u30b9\u30b1\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>e) \u30e9\u30d9\u30eb: \u3053\u306e\u6642\u70b9\u3067\u4f7f\u7528\u3055\u308c\u308b\u30e9\u30d9\u30eb\u306b\u306f\u3001\u4e3b\u306b\u5ea7\u6a19\u8ef8\u3001\u30bf\u30a4\u30c8\u30eb\u3001\u51e1\u4f8b\u3001\u30b5\u30a4\u30ba\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<p>f) \u502b\u7406: \u8996\u899a\u5316\u65b9\u6cd5\u304c\u4e8b\u5b9f\u3092\u8aac\u660e\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u8981\u7d04\u3001\u305d\u3057\u3066\u6700\u7d42\u7684\u306a\u8996\u899a\u5316\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u64cd\u4f5c\u306e\u3059\u3079\u3066\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u6ce8\u610f\u3092\u6255\u3044\u3001\u6700\u7d42\u7d50\u679c\u304c\u771f\u5b9f\u3067\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u3001\u8aad\u8005\u3092\u8aa4\u89e3\u3055\u305b\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30c8\u30c3\u30d7 10 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u2013 5. \u57fa\u672c\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u30b9\u30ad\u30eb<\/h3>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306f\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u91cd\u8981\u306a\u5206\u91ce\u3067\u3042\u308b\u305f\u3081\u3001\u554f\u984c\u306e\u30d5\u30ec\u30fc\u30df\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u8a55\u4fa1\u3001\u30e2\u30c7\u30eb \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u691c\u8a0e\u3059\u3079\u304d\u91cd\u8981\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30ea\u30b9\u30c8\u3067\u3059\u3002<\/p>\n<p><strong>1. \u6559\u5e2b\u3042\u308a\u5b66\u7fd2 (\u9023\u7d9a\u5909\u6570\u4e88\u6e2c)<\/strong><\/p>\n<p>a) \u57fa\u672c\u7684\u306a\u56de\u5e30\u5206\u6790<\/p>\n<p>b) \u591a\u6b21\u5143\u56de\u5e30\u5206\u6790<\/p>\n<p>c) \u6b63\u898f\u5316\u3055\u308c\u305f\u56de\u5e30<\/p>\n<p><strong>2. \u6559\u5e2b\u3042\u308a\u5b66\u7fd2 (\u96e2\u6563\u5909\u6570\u4e88\u6e2c)<\/strong><\/p>\n<p>a) \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u985e\u5668<\/p>\n<p>b) \u30b5\u30dd\u30fc\u30c8 \u30d9\u30af\u30bf\u30fc \u30de\u30b7\u30f3\u5206\u985e\u5668<\/p>\n<p>c) K \u6700\u8fd1\u508d\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u5206\u985e\u5668<\/p>\n<p>d) \u6c7a\u5b9a\u6728\u5206\u985e\u5b50<\/p>\n<p>e) \u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u5206\u985e\u5668<\/p>\n<p><strong>3.\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/strong><\/p>\n<p>a) K-means \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/p>\n<h3>\u30c8\u30c3\u30d7 10 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u2013 6. \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5b9f\u8df5\u7684\u30b9\u30ad\u30eb<\/h3>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u306a\u308a\u305f\u3044\u306a\u3089\u3001\u672c\u304b\u3089\u306e\u77e5\u8b58\u3060\u3051\u3067\u306f\u5341\u5206\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u8cc7\u683c\u306e\u3042\u308b\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3001\u73fe\u5b9f\u306e\u4e16\u754c\u3067\u5b9f\u884c\u3057\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u88cf\u306b\u5b8c\u4e86\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u3001\u554f\u984c\u306e\u30d5\u30ec\u30fc\u30df\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u5206\u6790\u3001\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3001\u8a55\u4fa1\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306a\u3069\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u3055\u307e\u3056\u307e\u306a\u6bb5\u968e\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u5b9f\u8df5\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u53d6\u5f97\u3059\u308b\u5834\u5408\u306f\u3001\u6b21\u306e\u65b9\u6cd5\u3067\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>A) \u5b9f\u969b\u306e Kaggle \u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/p>\n<p>B) \u4f01\u696d\u30a4\u30f3\u30bf\u30fc\u30f3\u30b7\u30c3\u30d7<\/p>\n<p>C) \u4f01\u696d\u9762\u63a5<\/p>\n<h3>\u30c8\u30c3\u30d7 10 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u2013 7. \u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b9\u30ad\u30eb<\/h3>\n<p>\u8cc7\u683c\u306e\u3042\u308b\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3001\u81ea\u5206\u306e\u8003\u3048\u3092\u30c1\u30fc\u30e0 \u30e1\u30f3\u30d0\u30fc\u3084\u7d44\u7e54\u306e\u30ea\u30fc\u30c0\u30fc\u3068\u4f1d\u9054\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u512a\u308c\u305f\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b9\u30ad\u30eb\u3092\u6301\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3092\u6301\u305f\u306a\u3044\u7d20\u4eba\u3067\u3042\u3063\u3066\u3082\u3001\u3042\u3089\u3086\u308b\u7a2e\u985e\u306e\u975e\u5e38\u306b\u5c02\u9580\u7684\u306a\u60c5\u5831\u3092\u4ed6\u306e\u4eba\u306b\u660e\u78ba\u306b\u4f1d\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u512a\u308c\u305f\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b9\u30ad\u30eb\u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u4ed6\u306e\u30c1\u30fc\u30e0 \u30e1\u30f3\u30d0\u30fc (\u305f\u3068\u3048\u3070\u3001 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b9%e3%83%88%e3%81%ae%e3%82%b9%e3%82%ad%e3%83%ab\/\">\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8<\/a><\/strong>, <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2\/\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/a><\/strong>\u3001\u30d5\u30a3\u30fc\u30eb\u30c9 \u30a8\u30f3\u30b8\u30cb\u30a2\u306a\u3069\uff09\u3002<\/p>\n<h3>\u30c8\u30c3\u30d7 10 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u2013 8. \u751f\u6daf\u5b66\u7fd2<\/h3>\n<p>\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u306f\u5e38\u306b\u5909\u5316\u3057\u3001\u767a\u5c55\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u65b0\u3057\u3044\u30c6\u30af\u30ce\u30ed\u30b8\u3092\u53d7\u3051\u5165\u308c\u3066\u5b66\u3076\u6e96\u5099\u3082\u5fc5\u8981\u3067\u3059\u3002\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306e\u767a\u5c55\u306b\u3064\u3044\u3066\u3044\u304f\u65b9\u6cd5\u306e 1 \u3064\u306f\u3001\u4ed6\u306e\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u5354\u529b\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30bd\u30fc\u30b7\u30e3\u30eb \u30b5\u30fc\u30af\u30eb\u3092\u62e1\u5927\u3059\u308b\u305f\u3081\u306b\u3001LinkedIn\u3001GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u3001Medium Web \u30b5\u30a4\u30c8 (Towards Data Science \u304a\u3088\u3073 Towards AI \u306e\u30b3\u30e9\u30e0\u304c\u3042\u308b) \u306a\u3069\u3001\u591a\u304f\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u9078\u629e\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u975e\u5e38\u306b\u4fbf\u5229\u3067\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u6700\u65b0\u306e\u958b\u767a\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h3>\u30c8\u30c3\u30d7 10 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u2013 9. \u30c1\u30fc\u30e0\u30ef\u30fc\u30af<\/h3>\n<p>\u5b9f\u969b\u306e\u4f5c\u696d\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3001\u30c7\u30fc\u30bf \u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u3055\u307e\u3056\u307e\u306a\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u542b\u3080\u4ed6\u306e\u30e1\u30f3\u30d0\u30fc\u3068\u30c1\u30fc\u30e0\u3092\u7d44\u3093\u3067\u4f5c\u696d\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u512a\u308c\u305f\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b9\u30ad\u30eb\u3092\u5099\u3048\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u7279\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u958b\u767a\u306e\u521d\u671f\u6bb5\u968e\u3067\u306f\u3001\u4ed6\u306e\u30e1\u30f3\u30d0\u30fc\u306e\u30a2\u30a4\u30c7\u30a2\u306b\u6ce8\u610f\u6df1\u304f\u8033\u3092\u50be\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u4ed6\u306e\u5c02\u9580\u5bb6\u306b\u983c\u3063\u3066\u3001\u8cea\u306e\u9ad8\u3044\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002\u3055\u3089\u306b\u3001\u512a\u308c\u305f\u30c1\u30fc\u30e0\u30ef\u30fc\u30af \u30b9\u30ad\u30eb\u306f\u3001\u4eba\u3005\u304c\u8077\u5834\u3067\u8f1d\u304d\u3001\u4ed6\u306e\u30c1\u30fc\u30e0 \u30e1\u30f3\u30d0\u30fc\u3001\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3001\u307e\u305f\u306f\u7d44\u7e54\u306e\u30ea\u30fc\u30c0\u30fc\u3068\u826f\u597d\u306a\u5bfe\u4eba\u95a2\u4fc2\u3092\u7bc9\u304f\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<h3>\u30c8\u30c3\u30d7 10 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb \u2013 10. \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406<\/h3>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u793e\u4f1a\u7684\u5f71\u97ff\u306e\u53ef\u80fd\u6027\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u73fe\u5b9f\u7684\u3067\u3042\u308b\u3053\u3068\u3002\u30c7\u30fc\u30bf\u3092\u64cd\u4f5c\u3057\u305f\u308a\u3001\u30d0\u30a4\u30a2\u30b9\u304c\u304b\u304b\u308a\u3084\u3059\u3044\u65b9\u6cd5\u3092\u4f7f\u7528\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u304b\u3089\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3001\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u304b\u3089\u30e2\u30c7\u30eb\u306e\u5206\u6790\u3068\u8a55\u4fa1\u307e\u3067\u3001\u3059\u3079\u3066\u306e\u6bb5\u968e\u3067\u57fa\u672c\u7684\u306a\u502b\u7406\u304c\u5b88\u3089\u308c\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u7d50\u679c\u3092\u507d\u3063\u3066\u8aad\u8005\u3092\u8aa4\u89e3\u3055\u305b\u305f\u308a\u64cd\u4f5c\u3057\u305f\u308a\u3057\u3088\u3046\u3068\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u7814\u7a76\u7d50\u679c\u3092\u767a\u8868\u3059\u308b\u969b\u306b\u306f\u3001\u502b\u7406\u7684\u306a\u30e9\u30a4\u30f3\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3>\u7d50\u8ad6<\/h3>\n<p>\u8981\u3059\u308b\u306b\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f 10 \u306e\u5fc5\u9808\u30a2\u30a4\u30c6\u30e0\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002 <strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30b9\u30ad\u30eb<\/strong>.\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u306e\u767a\u5c55\u306f\u6025\u901f\u306b\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5206\u91ce\u306e\u57fa\u790e\u77e5\u8b58\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u306e\u307f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u4eba\u5de5\u77e5\u80fd\u306a\u3069\u306e\u3088\u308a\u9ad8\u5ea6\u306a\u7406\u8ad6\u3092\u63a2\u6c42\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf 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href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e7%b3%bb%e7%b5%b1%e3%82%bd%e3%83%95%e3%83%88%e3%82%a6%e3%82%a7%e3%82%a2-%e3%81%9d%e3%82%8c%e3%81%af%e4%bd%95%e3%81%a7%e3%81%82%e3%82%8b%e3%81%8b-%e3%81%aa%e3%81%9c\/\">\u30c7\u30fc\u30bf\u7cfb\u7d71<\/a><\/strong>\u3001\u304a\u3088\u3073\u8996\u899a\u7684\u306a\u8868\u793a\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u304c CSV \u5f62\u5f0f\u3067\u30c7\u30fc\u30bf\u7cfb\u7d71\u3092\u63d0\u4f9b\u3057\u3001\u8996\u899a\u7684\u306a\u8868\u793a\u3092\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u00a0<strong>(2022 \u5e74 8 \u6708 6 \u65e5\u306b Ryan \u306b\u3088\u308a\u516c\u958b)<\/strong><\/p>\n<\/div><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-0{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-0 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px 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0px;}<\/style><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":27,"featured_media":5499,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[178],"tags":[64,69,136,355,346,169,356],"_links":{"self":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/5448"}],"collection":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/comments?post=5448"}],"version-history":[{"count":25,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/5448\/revisions"}],"predecessor-version":[{"id":5501,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/5448\/revisions\/5501"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/media\/5499"}],"wp:attachment":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/media?parent=5448"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/categories?post=5448"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/tags?post=5448"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}