{"id":1274,"date":"2023-07-28T18:08:13","date_gmt":"2023-07-28T09:08:13","guid":{"rendered":"https:\/\/cacco.co.jp\/datascience\/media\/\/?p=1274"},"modified":"2023-12-27T14:08:26","modified_gmt":"2023-12-27T05:08:26","slug":"%e3%83%ad%e3%82%b8%e3%82%b9%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e5%9b%9e%e5%b8%b0%e5%88%86%e6%9e%90%e3%81%a8%e3%81%af%ef%bc%9f%e4%bd%bf%e3%81%88%e3%82%8b%e5%a0%b4%e9%9d%a2%e3%82%84%e5%ae%9f%e8%a3%85","status":"publish","type":"post","link":"https:\/\/cacco.co.jp\/datascience\/media\/data-analysis\/1274\/","title":{"rendered":"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3068\u306f\uff1f\u4f7f\u3048\u308b\u5834\u9762\u3084\u5b9f\u88c5\u307e\u3067\u5fb9\u5e95\u89e3\u8aac\uff01"},"content":{"rendered":"<div class=\"tcdce-body\">\r\n\r\n<p>\u300c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3063\u3066\u3069\u3046\u3084\u3063\u3066\u3084\u308b\u306e\uff1f\u300d<br 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style=\"list-style-type: circle;\">\r\n<li>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u4f7f\u3048\u308b\u5834\u9762<\/li>\r\n<li>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u624b\u9806<\/li>\r\n<li>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u5b9f\u88c5<\/li>\r\n<\/ul>\r\n<p>\u306b\u3064\u3044\u3066\u304a\u4f1d\u3048\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u305c\u3072\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p><a href=\"https:\/\/cacco.co.jp\/datascience\/?ref_type=blog_\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-3236 size-full\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f.png\" alt=\"\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f\" width=\"1024\" height=\"300\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f-300x88.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f-768x225.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\r\n<p>\r\n\r\n<\/p>\r\n<h2 class=\"wp-block-heading\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3068\u306f<\/h2>\r\n<p>\r\n\r\n<\/p>\r\n<p><strong>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f2\u5024\u306b\u5206\u985e\u3059\u308b\u624b\u6cd5<\/strong>\u3067\u3059\u3002<\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u5546\u54c1\u304c\u58f2\u308c\u308b\u304b\u3069\u3046\u304b\u3001\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3057\u3066\u304f\u308c\u308b\u304b\u3069\u3046\u304b\u306a\u3069<strong>\u300c\u306f\u3044\u300d\u304b\u300c\u3044\u3044\u3048\u300d<\/strong>\u3067\u77e5\u308a\u305f\u3044\u60c5\u5831\u3092\u4e88\u6e2c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u4ee5\u4e0b\u3067\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<h3 class=\"wp-block-heading\">\u305d\u3082\u305d\u3082\u300c2\u5024\u306b\u5206\u985e\u3059\u308b\u300d\u3068\u306f\uff1f<\/h3>\r\n<p>\r\n\r\n<\/p>\r\n<p><strong>2\u5024\u306b\u5206\u985e\u3059\u308b\u3068\u306f\u300c\u306f\u3044\u300d\u304b\u300c\u3044\u3044\u3048\u300d\u306b\u5206\u985e\u3059\u308b<\/strong>\u3053\u3068\u3067\u3059\u3002<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-2084\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2023\/10\/2\u5024\u306b\u5206\u985e\u3059\u308b\u3068\u306f\u306e\u6539\u6848-1024x576.png\" alt=\"2\u5024\u306b\u5206\u985e\u3059\u308b\u3068\u306f\u306e\u6539\u6848\" width=\"1024\" height=\"576\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/2\u5024\u306b\u5206\u985e\u3059\u308b\u3068\u306f\u306e\u6539\u6848-1024x576.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/2\u5024\u306b\u5206\u985e\u3059\u308b\u3068\u306f\u306e\u6539\u6848-300x169.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/2\u5024\u306b\u5206\u985e\u3059\u308b\u3068\u306f\u306e\u6539\u6848-768x432.png 768w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/2\u5024\u306b\u5206\u985e\u3059\u308b\u3068\u306f\u306e\u6539\u6848.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u3001\u5546\u54c1\u304c\u58f2\u308c\u308b\u304b\u58f2\u308c\u306a\u3044\u304b\u3001\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3057\u3066\u3082\u3089\u3048\u308b\u304b\u3057\u3066\u3082\u3089\u3048\u306a\u3044\u304b\u3001\u306a\u3069\u3055\u307e\u3056\u307e\u306a<strong>\u300c\u306f\u3044\u300d\u304b\u300c\u3044\u3044\u3048\u300d<\/strong>\u306e\u554f\u984c\u3092\u4e88\u6e2c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u6620\u753b\u30b5\u30fc\u30d3\u30b9\u306e\u7d99\u7d9a\u3057\u3066\u3082\u3089\u3048\u308b\u306e\u304b\u306e\u5206\u6790\u306e\u4f8b\u3067\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-708 size-large\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2021\/06\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30c7\u30fc\u30bf\u9805\u76ee-1024x345.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30c7\u30fc\u30bf\u9805\u76ee\" width=\"1024\" height=\"345\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2021\/06\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30c7\u30fc\u30bf\u9805\u76ee-1024x345.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2021\/06\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30c7\u30fc\u30bf\u9805\u76ee-300x101.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2021\/06\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30c7\u30fc\u30bf\u9805\u76ee-768x259.png 768w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2021\/06\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30c7\u30fc\u30bf\u9805\u76ee.png 1327w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\r\n<p>\u3053\u306e\u5206\u6790\u3067\u77e5\u308a\u305f\u3044\u60c5\u5831\u306f\u3001<strong>\u30e6\u30fc\u30b6\u304c1\u304b\u6708\u4ee5\u4e0a\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3059\u308b\u304b\u3069\u3046\u304b<\/strong>\u3067\u3059\u3002<\/p>\r\n<p>\u5148\u307b\u3069\u306e\u300c\u306f\u3044\u300d\u3068\u300c\u3044\u3044\u3048\u300d\u306b\u7f6e\u304d\u63db\u3048\u3066\u307f\u308b\u3068\u3001<\/p>\r\n<ul style=\"list-style-type: circle;\">\r\n<li>\u306f\u3044\uff1a\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3059\u308b<\/li>\r\n<li>\u3044\u3044\u3048\uff1a\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3057\u306a\u3044<\/li>\r\n<\/ul>\r\n<p>\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u3001<strong>\u300c\u306f\u3044\u300d\u304b\u300c\u3044\u3044\u3048\u300d\u3067\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u76ee\u7684\u3068\u306a\u308b\u5909\u6570\u3092\u6c7a\u3081\u308b\u3053\u3068\u3067\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u624b\u6cd5<\/strong>\u3067\u3059\u3002<\/p>\r\n<div 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decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-large wp-image-2107\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e8b\u8c61\u306e\u8aac\u660e\u3084\u89e3\u91c8\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf-1-1024x538.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e8b\u8c61\u306e\u8aac\u660e\u3084\u89e3\u91c8\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf\" width=\"1024\" height=\"538\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e8b\u8c61\u306e\u8aac\u660e\u3084\u89e3\u91c8\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf-1-1024x538.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e8b\u8c61\u306e\u8aac\u660e\u3084\u89e3\u91c8\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf-1-300x158.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e8b\u8c61\u306e\u8aac\u660e\u3084\u89e3\u91c8\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf-1-768x403.png 768w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e8b\u8c61\u306e\u8aac\u660e\u3084\u89e3\u91c8\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf-1.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\r\n<p>\u4e0a\u56f3\u306e\u3088\u3046\u306b\u3001\u305d\u308c\u305e\u308c\u306e\u8981\u56e0\u304c\u3069\u308c\u3060\u3051\u5927\u5207\u3067\u3042\u308b\u306e\u304b\u3092\u5ba2\u89b3\u7684\u306b\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u304c\u5fc5\u8981\u306a\u306e\u3067\u3059\u3002<\/p>\r\n<p>\u307e\u305f\u3001\u4ee5\u4e0b\u3067\u8aac\u660e\u3059\u308b<strong>\u300c\u4e88\u6e2c\u3092\u884c\u3046\u300d\u306e\u5834\u5408\u306b\u3082\u3001\u307e\u305a\u73fe\u72b6\u306e\u628a\u63e1\u3084\u89e3\u91c8\u304b\u3089\u884c\u3046<\/strong>\u305f\u3081\u3001\u4e8b\u8c61\u306e\u8aac\u660e\u3084\u89e3\u91c8\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u5fc5\u305a\u884c\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<h3>\u4e88\u6e2c\u3092\u884c\u3048\u308b<\/h3>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u3001\u4e88\u6e2c\u3092\u884c\u3046\u305f\u3081\u306b\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u7279\u306b\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u3001<strong>2\u3064\u306e\u30ab\u30c6\u30b4\u30ea\uff08\u5408\u683c\/\u4e0d\u5408\u683c\u3001\u8cfc\u5165\/\u975e\u8cfc\u5165\u306a\u3069\uff09\u3067\u306e\u3001\u4e8b\u8c61\u304c\u767a\u751f\u3059\u308b\u78ba\u7387\u3092\u4e88\u6e2c\u3059\u308b<\/strong>\u306e\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\r\n<p>\u4f8b\u3048\u3070\u3001\u9867\u5ba2\u304c\u3042\u308b\u5546\u54c1\u3092\u8cfc\u5165\u3059\u308b\u78ba\u7387\u3092\u4e88\u6e2c\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u4e88\u6e2c\u3059\u308b\u969b\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u304c\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-large wp-image-2081\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e88\u6e2c\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf-1024x538.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e88\u6e2c\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf\" width=\"1024\" height=\"538\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e88\u6e2c\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf-1024x538.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4e88\u6e2c\u3092\u884c\u3046\u306e\u8aac\u660e\u753b\u50cf-300x158.png 300w, 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decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-large wp-image-2082\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u4e88\u6e2c\u3067\u304d\u308b4\u3064\u306e\u4f8b\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-1024x538.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u4e88\u6e2c\u3067\u304d\u308b4\u3064\u306e\u4f8b\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf\" width=\"1024\" height=\"538\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u4e88\u6e2c\u3067\u304d\u308b4\u3064\u306e\u4f8b\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-1024x538.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u4e88\u6e2c\u3067\u304d\u308b4\u3064\u306e\u4f8b\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-300x158.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u4e88\u6e2c\u3067\u304d\u308b4\u3064\u306e\u4f8b\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-768x403.png 768w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u4e88\u6e2c\u3067\u304d\u308b4\u3064\u306e\u4f8b\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\r\n<p>\u3053\u306e\u7ae0\u3067\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u4e88\u6e2c\u3067\u304d\u308b\u5177\u4f53\u7684\u306a\u4f8b\u3092\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<p><strong>2\u5024\u5206\u985e\u3092\u884c\u3063\u3066\u8981\u56e0\u3068\u306a\u308b\u5909\u6570\u3082\u7279\u5b9a\u3067\u304d\u308b<\/strong>\u305f\u3081\u3001\u30d3\u30b8\u30cd\u30b9\u3092\u59cb\u3081\u3068\u3057\u3066\u591a\u304f\u306e\u5206\u91ce\u3067\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<p>\u4eca\u56de\u306f\u3001\u4ee3\u8868\u7684\u306a\u4ee5\u4e0b\u306e4\u3064\u306e\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\r\n<ul>\r\n<li>\u5546\u54c1\u306e\u8cfc\u8cb7\u4e88\u6e2c<\/li>\r\n<li>\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u306e\u7d99\u7d9a\u4e88\u6e2c<\/li>\r\n<li>\u75c5\u6c17\u306e\u4e88\u6e2c<\/li>\r\n<li>\u4e0d\u6b63\u306e\u691c\u77e5\u4e88\u6e2c<\/li>\r\n<\/ul>\r\n<p>\u305d\u308c\u305e\u308c\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<h3>\u5546\u54c1\u306e\u8cfc\u8cb7\u4e88\u6e2c<\/h3>\r\n<p>\r\n\r\n<\/p>\r\n<p><strong>\u30e6\u30fc\u30b6\u306e\u884c\u52d5\u30c7\u30fc\u30bf\u3092\u5143\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u7528\u3044\u3066\u5546\u54c1\u306e\u8cfc\u8cb7\u4e88\u6e2c<\/strong>\u3092\u884c\u3048\u307e\u3059\u3002<\/p>\r\n<p>EC\u30b5\u30a4\u30c8\u306f\u6bce\u65e5\u591a\u304f\u306e\u30e6\u30fc\u30b6\u304c\u8cfc\u8cb7\u884c\u52d5\u3092\u8d77\u3053\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u3082\u3068\u3068\u306a\u308b\u30c7\u30fc\u30bf\u306e\u5b9d\u5eab\u3067\u3059\u3002<\/p>\r\n<p>\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306b\u3088\u3063\u3066\u3069\u308c\u3060\u3051\u8cfc\u8cb7\u304c\u4fc3\u9032\u3055\u308c\u305f\u306e\u304b\u3001\u3042\u308b\u5546\u54c1\u3092\u8cb7\u3063\u3066\u3044\u308b\u4eba\u306f\u7279\u5b9a\u306e\u5546\u54c1\u3092\u8cb7\u3063\u3066\u3044\u308b\u306a\u3069\u3092\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<h3>\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u306e\u7d99\u7d9a\u4e88\u6e2c<\/h3>\r\n<p>\u30e6\u30fc\u30b6\u304c\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3059\u308b\u304b\u3057\u306a\u3044\u304b\u306e\u4e88\u6e2c\u306b\u3082\u4f7f\u3048\u307e\u3059\u3002<\/p>\r\n<p>\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u306f\u7d99\u7d9a\u3059\u308b\u304b\u3057\u306a\u3044\u304b\u3068\u3044\u3046\u300c\u306f\u3044\u300d\u304b\u300c\u3044\u3044\u3048\u300d\u306b\u5206\u304b\u308c\u308b\u554f\u984c\u3092\u8a2d\u5b9a\u3067\u304d\u308b\u305f\u3081\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u304c\u3057\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\r\n<p>\u4f8b\u3048\u3070\u3001<strong>\u65b0\u3057\u3044\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u3059\u308b\u969b\u306b\u3069\u308c\u3060\u3051\u306e\u30e6\u30fc\u30b6\u306e\u7d99\u7d9a\u306b\u52b9\u679c\u304c\u3042\u308b\u306e\u304b\u306a\u3069\u306e\u52b9\u679c\u5206\u6790<\/strong>\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<h3 class=\"wp-block-heading\">\u75c5\u6c17\u306e\u4e88\u6e2c<\/h3>\r\n<p>\r\n\r\n<\/p>\r\n<p>\u533b\u7642\u3067\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u7528\u3044\u3066<strong>\u60a3\u8005\u306e\u75c5\u6c17\u306e\u767a\u75c7\u306e\u6709\u7121\u3092\u4e88\u6e2c<\/strong>\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u533b\u7642\u5206\u91ce\u3067\u306f\u65e5\u3005\u3001\u75c5\u6c17\u306e\u767a\u75c7\u306e\u6709\u7121\u304c\u3055\u307e\u3056\u307e\u306a\u5909\u6570\u3068\u3068\u3082\u306b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u84c4\u7a4d\u4e2d\u3067\u3059\u3002<\/p>\r\n<p>\u4f8b\u3048\u3070\u3001\u3042\u308b\u75be\u60a3\u304c\u767a\u75c7\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u60a3\u8005\u306e\u5065\u5eb7\u30c7\u30fc\u30bf\u3084\u751f\u6d3b\u7fd2\u6163\u3092\u53c2\u8003\u3068\u306a\u308b\u5909\u6570(\u8aac\u660e\u5909\u6570)\u3092\u3082\u3068\u306b\u5224\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<h3 class=\"wp-block-heading\">\u4e0d\u6b63\u306e\u691c\u77e5\u4e88\u6e2c<\/h3>\r\n<p>\r\n\r\n<\/p>\r\n<p><strong>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u7528\u3044\u3066\u4e0d\u6b63\u306e\u691c\u77e5\u3082\u4e88\u6e2c<\/strong>\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u4e0d\u6b63\u3092\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\u306f\u3001\u305d\u306e\u4ed6\u4e00\u822c\u30e6\u30fc\u30b6\u3068\u5225\u306e\u884c\u52d5\u3092\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u305f\u3081\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u4e88\u6e2c\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\r\n<p>\u9867\u5ba2\u306e\u53d6\u5f15\u5c65\u6b74\u3084\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3001\u4e0d\u6b63\u306e\u30ea\u30b9\u30af\u3092\u53ef\u8996\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<\/div>\r\n<h2>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u624b\u9806<\/h2>\r\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-large wp-image-2080\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u624b\u9806\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-1024x538.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u624b\u9806\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf\" width=\"1024\" height=\"538\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u624b\u9806\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-1024x538.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u624b\u9806\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-300x158.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u624b\u9806\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-768x403.png 768w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u624b\u9806\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u4ee5\u4e0b\u306e5STEP\u3067\u884c\u3044\u307e\u3059\u3002<\/p>\r\n<ol>\r\n<li>\u5206\u6790\u3059\u308b\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u30fb\u52a0\u5de5<\/li>\r\n<li>\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u74b0\u5883\u306e\u8a2d\u5b9a<\/li>\r\n<li>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30e2\u30c7\u30eb\u306e\u4f5c\u6210<\/li>\r\n<li>\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u8a55\u4fa1<\/li>\r\n<li>\u5206\u985e\u3092\u5de6\u53f3\u3057\u3066\u3044\u308b\u5909\u6570(\u9805\u76ee)\u306e\u5206\u6790<\/li>\r\n<\/ol>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u8a08\u7b97\u304c\u8907\u96d1\u306a\u305f\u3081\u3001<strong>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306a\u3069\u306e\u30c4\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059<\/strong>\u3002<\/p>\r\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u52d5\u304b\u3059\u305f\u3081\u306e\u74b0\u5883\u8a2d\u5b9a\u306e\u65b9\u6cd5\u3082\u542b\u3081\u3066\u3001\u5206\u6790\u306e\u624b\u9806\u3092\u7c21\u5358\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<h3>STEP1. \u5206\u6790\u3059\u308b\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u30fb\u52a0\u5de5<\/h3>\r\n<p>\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u30fb\u52a0\u5de5\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<\/p>\r\n<p><strong>\u3069\u306e\u30c7\u30fc\u30bf\u3067\u3042\u3063\u3066\u3082\u5b8c\u74a7\u306a\u30c7\u30fc\u30bf\u306f\u5b58\u5728\u305b\u305a\u3001\u4e8b\u524d\u306b\u5206\u6790\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u52a0\u5de5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/strong><\/p>\r\n<p>\u4ee5\u4e0b\u306e\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u52a0\u5de5\u3059\u308b\u4f5c\u696d\u3092\u884c\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<ul>\r\n<li style=\"list-style-type: none;\">\r\n<ul>\r\n<li>\u7570\u5e38\u306a\u5024\u306e\u30c7\u30fc\u30bf\u306f\u306a\u3044\u304b<\/li>\r\n<li>\u629c\u3051\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306f\u306a\u3044\u304b<\/li>\r\n<li>\u5358\u4f4d\u306e\u7570\u306a\u308b\u6570\u5024\u306f\u306a\u3044\u304b<\/li>\r\n<li>\u6587\u5b57\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306f\u306a\u3044\u304b<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ul>\r\n<p>\u7570\u5e38\u306a\u30c7\u30fc\u30bf\u3084\u629c\u3051\u3066\u3044\u308b\u30c7\u30fc\u30bf\u304c\u3042\u308b\u3068\u3001\u56de\u5e30\u5206\u6790\u3092\u884c\u3063\u3066\u3082\u826f\u3044\u7cbe\u5ea6\u306e\u30e2\u30c7\u30eb\u306b\u306a\u3089\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u307e\u305f\u3001\u5358\u4f4d\u306e\u7570\u306a\u308b\u6570\u5024\u304c\u3042\u308c\u3070\u3001\u5024\u304c\u5927\u304d\u3044\u9805\u76ee\u304c\u91cd\u8996\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u4f8b\u3048\u3070\u3001<strong>\u8eab\u9577\u3068\u4f53\u91cd\u3067\u306f\u8eab\u9577\u306e\u65b9\u304c\u5927\u304d\u306a\u5024\u306b\u306a\u308b\u305f\u3081\u30012\u3064\u306e\u9805\u76ee\u306e\u5024\u306e\u7bc4\u56f2\u3092\u7d71\u4e00\u3059\u308b\u4f5c\u696d\u304c\u5fc5\u8981<\/strong>\u3067\u3059\u3002<\/p>\r\n<p>\u7537\u6027\u3084\u5973\u6027\u306a\u3069\u306e\u6587\u5b57\u3067\u5165\u529b\u3055\u308c\u3066\u3044\u308b\u9805\u76ee\u306f\u30010\u30841\u306a\u3069\u6570\u5024\u3092\u5272\u308a\u632f\u308b\u3053\u3068\u3082\u5fd8\u308c\u305a\u306b\u884c\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<h3>STEP2. \u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u74b0\u5883\u306e\u8a2d\u5b9a<\/h3>\r\n<p>\u6b21\u306b<strong>\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u74b0\u5883<\/strong>\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u6570\u5f0f\u304c\u8907\u96d1\u3067\u3042\u308b\u305f\u3081\u3001\u6a5f\u68b0\u3067\u306e\u8a08\u7b97\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\r\n<p>\u4eca\u56de\u306f\u6a5f\u68b0\u306b\u6307\u793a\u3092\u3059\u308b\u305f\u3081\u306e\u8a00\u8a9e\uff08\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\uff09\u3092\u7528\u3044\u3066\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u4ee3\u8868\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306f\u4ee5\u4e0b\u306e3\u3064\u3067\u3059\u3002<\/p>\r\n<ul>\r\n<li>\u30a8\u30af\u30bb\u30eb<\/li>\r\n<li>Python<\/li>\r\n<li>R<\/li>\r\n<\/ul>\r\n<p>\u5f8c\u534a\u3067<a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/glossary\/1648\/\" target=\"_blank\" rel=\"noopener\">Python<\/a>\u3068\u3044\u3046\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u7528\u3044\u305f\u5206\u6790\u306e\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u3054\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<div class=\"well2\">Python\u306fGoogle\u304c\u7121\u511f\u3067\u63d0\u4f9b\u3057\u3066\u3044\u308b\u300c<a href=\"https:\/\/colab.research.google.com\/?hl=ja\" target=\"_blank\" rel=\"noopener noreferrer\">google colab<\/a>\u300d\u3068\u3044\u3046\u30c4\u30fc\u30eb\u3067\u7c21\u5358\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/div>\r\n<div><div class=\"cardlink\"><a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/glossary\/1648\/\" target=\"_blank\"><div class=\"cardlink_thumbnail\"><img src='https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/08\/Cashless-Sevurity-Report-5-120x120.png' alt='Python\u3068\u306f\uff1f3\u5206\u3067\u5206\u304b\u308b\u4eba\u6c17\u306e\u7406\u7531\u3068\u57fa\u790e\u77e5\u8b58' width=120 height=120 \/><\/a><\/div><div class=\"cardlink_content\"><span class=\"timestamp\">2023.09.15<\/span><div class=\"cardlink_title\"><a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/glossary\/1648\/\" target=\"_blank\">Python\u3068\u306f\uff1f3\u5206\u3067\u5206\u304b\u308b\u4eba\u6c17\u306e\u7406\u7531\u3068\u57fa\u790e\u77e5\u8b58 <\/a><\/div><div class=\"cardlink_excerpt\">\u300cPython(\u30d1\u30a4\u30bd\u30f3)\u300d\u3068\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e1\u3064\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3084\u30a2\u30d7\u30ea\u306e\u958b\u767a\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306fPython\u306e\u7279\u5fb4\u3084\u3067\u304d\u308b\u3053\u3068\u30fb\u7fd2\u5f97\u306e\u65b9\u6cd5\u306a\u3069\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002...<\/div><\/div><div class=\"cardlink_footer\"><\/div><\/div><\/div>\r\n<h3>STEP3. \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30e2\u30c7\u30eb\uff08\u5206\u985e\u3059\u308b\u305f\u3081\u306e\u30eb\u30fc\u30eb\uff09\u306e\u4f5c\u6210<\/h3>\r\n<p>\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u74b0\u5883\u304c\u6574\u3063\u305f\u3089\u3001\u5206\u6790\u3092\u884c\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u307e\u305a\u3001<strong>\u30c7\u30fc\u30bf\u3092\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\uff08\u8a13\u7df4\u30c7\u30fc\u30bf\uff09\u3068\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\uff08\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\uff09<\/strong>\u306b\u30c7\u30fc\u30bf\u3092\u5206\u5272\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<p>\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u9055\u3046\u30c7\u30fc\u30bf\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u305f\u30c7\u30fc\u30bf\u3067\u306a\u304f\u3066\u3082\u826f\u3044\u4e88\u6e2c\u304c\u3067\u304d\u308b\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u306f\u3001<strong>\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u6761\u4ef6\u3092Python\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u95a2\u6570\uff08\u8a08\u7b97\u5f0f\uff09\u306b\u5165\u529b\u3059\u308b\u3060\u3051\u3067\u7d42\u4e86<\/strong>\u3067\u3059\u3002<\/p>\r\n<p><strong>\u6570\u4e07\u884c\u306e\u30c7\u30fc\u30bf\u3067\u3042\u3063\u3066\u3082\u7c21\u5358\u306b\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3067\u304d\u308b<\/strong>\u305f\u3081\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u5206\u6790\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\r\n<div class=\"well2\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u306f\u3001\u300c\u30ed\u30b8\u30c3\u30c8\u5909\u63db\u300d\u3092\u7528\u3044\u3066\u78ba\u7387\u30920\u304b\u30891\u306e\u9593\u306b\u53ce\u3081\u3066\u300c\u306f\u3044\u300d\u304b\u300c\u3044\u3044\u3048\u300d\u3092\u5206\u985e\u3057\u3066\u3044\u307e\u3059\u3002<\/div>\r\n<h3>STEP4. \u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u8a55\u4fa1<\/h3>\r\n<p>\u4e8b\u524d\u306b\u5206\u5272\u3057\u3066\u3044\u305f\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\r\n<p><strong>\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u3092\u5b9f\u969b\u306b\u8a55\u4fa1\u3057\u306a\u3044\u3067\u4e88\u6e2c\u306b\u4f7f\u3063\u3066\u3057\u307e\u3046\u3068\u3001\u5b9f\u969b\u306e\u7d50\u679c\u3068\u5168\u7136\u9055\u3046\u4e88\u6e2c\u3092\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c<\/strong>\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u306f\u5206\u985e\u306e\u8a55\u4fa1\u6307\u6a19\u3092\u7528\u3044\u3066\u8a55\u4fa1\u3092\u884c\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<div class=\"well2\">\u5206\u985e\u306e\u8a55\u4fa1\u6307\u6a19\u306b\u306f\u3001\u6b63\u89e3\u7387\u3084\u9069\u5408\u7387\u3001\u518d\u73fe\u7387\u3001F\u5024\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/div>\r\n<h3>STEP5. \u5206\u985e\u3092\u5de6\u53f3\u3057\u3066\u3044\u308b\u5909\u6570(\u9805\u76ee)\u306e\u5206\u6790<\/h3>\r\n<p>\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u3092\u7d42\u3048\u3066\u4e88\u6e2c\u7cbe\u5ea6\u304c\u826f\u3044\u3068\u5224\u65ad\u3067\u304d\u308c\u3070\u3001\u5206\u985e\u3067\u7528\u3044\u3089\u308c\u305f\u9805\u76ee\u3092\u5206\u6790\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u305d\u308c\u305e\u308c\u306e\u9805\u76ee\u304c\u3069\u306e\u304f\u3089\u3044\u5206\u985e\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u304b\u3092\u77e5\u308b\u3053\u3068\u3067\u3001<strong>\u5206\u6790\u5bfe\u8c61\u306e\u5f37\u307f\u3084\u5f31\u307f\u3092\u628a\u63e1<\/strong>\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<h4>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u5f0f\u304b\u3089\u91cd\u8981\u306a\u5909\u6570\u3092\u63a2\u3059<\/h4>\r\n<p>\u307e\u305a\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u7528\u3044\u305f\u5f0f\u3092\u5206\u6790\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u4ee5\u4e0b\u306e\u5f0f\u3067\u3059\u3002<\/p>\r\n<p>\\[ y = ax_1 + bx_2 + \\cdots \\]\r\n<p>\u305d\u308c\u305e\u308c\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u89e3\u91c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<ul>\r\n<li>\\(y\\)\uff1a\u300c\u306f\u3044\u300d\u304b\u300c\u3044\u3044\u3048\u300d\u306e\u7d50\u679c\u306e\u30c7\u30fc\u30bf<\/li>\r\n<li>\\(x_1,x_2\\)\uff1a\u305d\u308c\u305e\u308c\u306e\u9805\u76ee\u306e\u30c7\u30fc\u30bf<\/li>\r\n<li>\\(a,b\\)\uff1a\u9805\u76ee\u306e\u5f71\u97ff\u5ea6\u3092\u8868\u3059\u5024\uff08\u56de\u5e30\u4fc2\u6570\uff09<\/li>\r\n<\/ul>\r\n<p><strong>\u5f0f\u306e\\(a,b\\)\u306e\u3088\u3046\u306a\u4fc2\u6570\uff08\u56de\u5e30\u4fc2\u6570\uff09\u306b\u7740\u76ee\u3057\u3066\u3001\u9805\u76ee\u304c\u3069\u308c\u3060\u3051\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u304b<\/strong>\u3092\u898b\u307e\u3059\u3002<\/p>\r\n<p>\u56de\u5e30\u4fc2\u6570\u3060\u3051\u3067\u3082\u5f71\u97ff\u5ea6\u3092\u898b\u308c\u307e\u3059\u304c\u3001\u56de\u5e30\u4fc2\u6570\u3092\u7528\u3044\u3066\u30aa\u30c3\u30ba\u6bd4\u3092\u6c42\u3081\u308b\u3053\u3068\u3067\u3055\u3089\u306b\u9ad8\u5ea6\u306a\u89e3\u91c8\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<h4>\u91cd\u8981\u306a\u5909\u6570\u304c\u7d50\u679c\u306b\u3069\u308c\u3060\u3051\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u304b\u3092\u30aa\u30c3\u30ba\u6bd4\u304b\u3089\u8a08\u7b97\u3059\u308b<\/h4>\r\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-large wp-image-2085\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2023\/10\/\u30aa\u30c3\u30ba\u3068\u30aa\u30c3\u30ba\u6bd4\u306e\u6539\u6848-1024x576.png\" alt=\"\u30aa\u30c3\u30ba\u3068\u30aa\u30c3\u30ba\u6bd4\u306e\u6539\u6848\" width=\"1024\" height=\"576\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30aa\u30c3\u30ba\u3068\u30aa\u30c3\u30ba\u6bd4\u306e\u6539\u6848-1024x576.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30aa\u30c3\u30ba\u3068\u30aa\u30c3\u30ba\u6bd4\u306e\u6539\u6848-300x169.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30aa\u30c3\u30ba\u3068\u30aa\u30c3\u30ba\u6bd4\u306e\u6539\u6848-768x432.png 768w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30aa\u30c3\u30ba\u3068\u30aa\u30c3\u30ba\u6bd4\u306e\u6539\u6848.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\r\n<p><strong>\u30aa\u30c3\u30ba\u6bd4\u3092\u6c42\u3081\u308b\u3053\u3068\u3067\u3001\u3042\u308b\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u8d77\u3053\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u304c\u6700\u7d42\u7684\u306a\u7d50\u679c\u306b\u3069\u308c\u3060\u3051\u7d50\u3073\u3064\u3044\u3066\u3044\u308b\u306e\u304b\u3092\u793a\u305b\u307e\u3059\u3002<\/strong><\/p>\r\n<p>\u5148\u307b\u3069\u306e\u6620\u753b\u306e\u30b5\u30fc\u30d3\u30b9\u306e\u7d99\u7d9a\u306e\u4f8b\u3092\u3082\u3068\u306b\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<h5>\u30aa\u30c3\u30ba\uff1a\u8d77\u3053\u308b\u78ba\u7387 \/ \u8d77\u3053\u3089\u306a\u3044\u78ba\u7387<\/h5>\r\n<p>\u30aa\u30c3\u30ba\u306f\u30aa\u30c3\u30ba\u6bd4\u3092\u6c42\u3081\u308b\u904e\u7a0b\u3067\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<p><strong>\u30aa\u30c3\u30ba\u306f\u3042\u308b\u4e8b\u8c61\u304c\u8d77\u3053\u308b\u78ba\u7387\u3092\u8d77\u3053\u3089\u306a\u3044\u78ba\u7387\u3067\u5272\u3063\u305f\u3082\u306e<\/strong>\u3067\u3059\u3002<\/p>\r\n<p>\u30aa\u30c3\u30ba\u3092\u6c42\u3081\u308b\u5f0f\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\r\n<p>\\[ \u30aa\u30c3\u30ba = p \\div (1-p) \\]\r\n<p>\u4f8b\u3048\u3070\u3001\u3042\u308b\u30ab\u30c6\u30b4\u30ea\u306e\u6620\u753b\u3092\u898b\u3066\u3044\u308b\u78ba\u7387\u304c60%\u3060\u3068\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u3053\u306e\u5834\u5408\u5f0f\u306b\u8868\u3059\u3068\u4ee5\u4e0b\u306e\u5024\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\\[ \u30aa\u30c3\u30ba = 0.6 \\div 0.4 = 1.5 \\]\r\n<p>\u3088\u3063\u3066\u3001\u3042\u308b\u30ab\u30c6\u30b4\u30ea\u306e\u6620\u753b\u3092\u898b\u3066\u3044\u308b\u3068\u3044\u3046\u4e8b\u8c61\u306e\u30aa\u30c3\u30ba\u306f1.5\u3068\u5c0e\u3051\u307e\u3059\u3002<\/p>\r\n<h5 class=\"wp-block-heading\">\u30aa\u30c3\u30ba\u6bd4\uff1a\u30aa\u30c3\u30ba1 \/ \u30aa\u30c3\u30ba2<\/h5>\r\n<p>\u30aa\u30c3\u30ba\u6bd4\u306f\u3042\u308b\u30aa\u30c3\u30ba\u306b\u5bfe\u3057\u3066\u4ed6\u306e\u30aa\u30c3\u30ba\u3067\u5272\u3063\u305f\u6307\u6a19\u3067\u3059\u3002<\/p>\r\n<p><strong>\u30aa\u30c3\u30ba\u6bd4\u3092\u6c42\u3081\u308b\u3053\u3068\u3067\u3001\u3042\u308b\u5909\u6570\u306f\u6700\u7d42\u7684\u306a\u7d50\u679c\u306b\u3069\u308c\u3060\u3051\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u304b<\/strong>\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u3042\u308b\u30ab\u30c6\u30b4\u30ea\u306e\u6620\u753b\u3092\u898b\u308b\/\u898b\u306a\u3044\u306b\u3088\u308b\u30b5\u30fc\u30d3\u30b9\u306e\u7d99\u7d9a\u7387\u3078\u306e\u5f71\u97ff\u3092\u4f8b\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<div class=\"s_table\"><table style=\"border-collapse: collapse; width: 100%; height: 90px;\">\r\n<tbody>\r\n<tr style=\"height: 30px;\">\r\n<td style=\"width: 33.3333%; height: 30px; text-align: center;\">\u00a0<\/td>\r\n<td style=\"width: 33.3333%; height: 30px; text-align: center;\">\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3059\u308b<\/td>\r\n<td style=\"width: 33.3333%; height: 30px; text-align: center;\">\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3057\u306a\u3044<\/td>\r\n<\/tr>\r\n<tr style=\"height: 30px;\">\r\n<td style=\"width: 33.3333%; height: 30px; text-align: center;\">\u3042\u308b\u30ab\u30c6\u30b4\u30ea\u306e\u6620\u753b\u3092\u898b\u308b<\/td>\r\n<td style=\"width: 33.3333%; height: 30px; text-align: center;\">\r\n<p>80\u4eba<\/p>\r\n<\/td>\r\n<td style=\"width: 33.3333%; height: 30px; text-align: center;\">20\u4eba<\/td>\r\n<\/tr>\r\n<tr style=\"height: 30px;\">\r\n<td style=\"width: 33.3333%; height: 30px; text-align: center;\">\u3042\u308b\u30ab\u30c6\u30b4\u30ea\u306e\u6620\u753b\u3092\u898b\u306a\u3044<\/td>\r\n<td style=\"width: 33.3333%; height: 30px; text-align: center;\">40\u4eba<\/td>\r\n<td style=\"width: 33.3333%; height: 30px; text-align: center;\">60\u4eba<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table><\/div>\r\n<p>\u4e0a\u8a18\u306e\u8868\u306f\u3001\u3042\u308b\u30ab\u30c6\u30b4\u30ea\u3092\u898b\u308b\/\u898b\u306a\u3044\u306b\u3088\u308b\u30b5\u30fc\u30d3\u30b9\u306e\u7d99\u7d9a\/\u4e0d\u7d99\u7d9a\u306e\u4eba\u6570\u3092\u8868\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\r\n<p>\u30aa\u30c3\u30ba\u6bd4\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5f62\u3067\u6c42\u307e\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u30aa\u30c3\u30ba\u6bd4\uff1d<br \/>\uff08\u6620\u753b\u8996\u8074\uff06\u30b5\u30fc\u30d3\u30b9\u7d99\u7d9a \u00f7 \u6620\u753b\u8996\u8074\uff06\u30b5\u30fc\u30d3\u30b9\u4e0d\u7d99\u7d9a\uff09\u00f7<br \/>\uff08\u6620\u753b\u4e0d\u8996\u8074\uff06\u30b5\u30fc\u30d3\u30b9\u7d99\u7d9a \u00f7 \u6620\u753b\u4e0d\u8996\u8074\uff06\u30b5\u30fc\u30d3\u30b9\u4e0d\u7d99\u7d9a\uff09<\/p>\r\n<p><strong>\u5206\u5b50\u306f\u6620\u753b\u3092\u8996\u8074\u3057\u305f\u4eba\u3060\u3051\u3092\u5bfe\u8c61\u306b\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3057\u305f\u304b\u3069\u3046\u304b\u306e\u30aa\u30c3\u30ba<\/strong>\u3067\u3001<strong>\u5206\u6bcd\u306f\u6620\u753b\u3092\u8996\u8074\u3057\u3066\u3044\u306a\u3044\u4eba\u3092\u5bfe\u8c61\u306b\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3057\u305f\u304b\u3069\u3046\u304b\u306e\u30aa\u30c3\u30ba<\/strong>\u3067\u3059\u3002<\/p>\r\n<p>\u305d\u308c\u305e\u308c\u306e\u78ba\u7387\u306f\u8868\u3088\u308a\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\r\n<p>\u3088\u3063\u3066\u3001\u3053\u306e\u6642\u306e\u30aa\u30c3\u30ba\u6bd4\u306f\u3001<\/p>\r\n<p>\\[ \u30aa\u30c3\u30ba\u6bd4 = (0.8 \\div 0.2) \\div (0.4 \\div 0.6) = 6 \\]\r\n<p>\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p><strong>\u30aa\u30c3\u30ba\u6bd4\u306f1\u3092\u57fa\u6e96\u3068\u3057\u3001\u5927\u304d\u3044\u307b\u3069\u826f\u3044\u5f71\u97ff\u304c\u3001\u5c0f\u3055\u3044\u307b\u3069\u60aa\u3044\u5f71\u97ff\u304c\u3042\u308b\u3068\u5224\u65ad\u3067\u304d\u308b\u6307\u6a19<\/strong>\u3067\u3059\u3002<\/p>\r\n<p>\u30aa\u30c3\u30ba\u6bd4\u304b\u3089\u3001\u3042\u308b\u30ab\u30c6\u30b4\u30ea\u306e\u6620\u753b\u306e\u8996\u8074\u306f\u30b5\u30fc\u30d3\u30b9\u306e\u7d99\u7d9a\u306b\u826f\u3044\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u3001\u3042\u308b\u30ab\u30c6\u30b4\u30ea\u306e\u6620\u753b\u3092\u8996\u8074\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\u306f\u7d99\u7d9a\u3057\u3084\u3059\u3044\u3068\u793a\u305b\u307e\u3059\u3002<\/p>\r\n<p>\u53cd\u5bfe\u306b\u30010.5\u306a\u3069\u3067\u5c11\u6570\u306e\u6642\u306f\u7d99\u7d9a\u3057\u306b\u304f\u304f\u3057\u3066\u3044\u308b\u8981\u56e0\u306e\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\r\n<p>\u30aa\u30c3\u30ba\u6bd4\u306b\u3064\u3044\u3066\u3088\u308a\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u65b9\u306f\u300e<a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/statistics\/445\/\" target=\"_blank\" rel=\"noopener\">\u30aa\u30c3\u30ba\u6bd4\u306e\u4f7f\u3044\u65b9<\/a>\u300f\u306e\u8a18\u4e8b\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<div class=\"cardlink\"><a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/statistics\/445\/\" target=\"_blank\"><div class=\"cardlink_thumbnail\"><img src='https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2021\/02\/pexels-cottonbro-4669113-120x120.jpg' alt='\u6210\u679c\u3092\u3042\u3052\u308b\u305f\u3081\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u3001\u512a\u5148\u9806\u4f4d\u3092\u4e0e\u3048\u3066\u304f\u308c\u308b\u300c\u30aa\u30c3\u30ba\u6bd4\u300d\u306e\u4f7f\u3044\u65b9' width=120 height=120 \/><\/a><\/div><div class=\"cardlink_content\"><span class=\"timestamp\">2021.02.19<\/span><div class=\"cardlink_title\"><a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/statistics\/445\/\" target=\"_blank\">\u6210\u679c\u3092\u3042\u3052\u308b\u305f\u3081\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u3001\u512a\u5148\u9806\u4f4d\u3092\u4e0e\u3048\u3066\u304f\u308c\u308b\u300c\u30aa\u30c3\u30ba\u6bd4\u300d\u306e\u4f7f\u3044\u65b9 <\/a><\/div><div class=\"cardlink_excerpt\">\u307f\u306a\u3055\u3093\u30aa\u30c3\u30ba\u6bd4\u3063\u3066\u3054\u5b58\u3058\u3067\u3057\u3087\u3046\u304b?\r\n\r\n\u58f2\u4e0a\u3084\u5229\u76ca\u3092\u3042\u3052\u308b\u305f\u3081\u306b\u3001\u6709\u76ca\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u304c100\u500b\u3042\u3063\u305f\u3068\u3057\u3066\u3082\u3001\u305d\u306e\u3059\u3079\u3066\u304c\u7d50\u679c\u306b\u540c\u3058\u5f71\u97ff\u529b\u3092\u6301\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\r\n\u305d\u306e\u3046\u3061\u306e5\u500b\u3057\u304b\u3084\u308b\u6642\u9593\u304c\u7121\u3044\u3068\u3057\u305f\u3089\u3001\u3069\u308c\u304c\u3044\u3061\u3070\u3093\u3001\u52b9\u679c\u7684\u306a\u306e?\r\n\u3092\u660e\u3089\u304b...<\/div><\/div><div class=\"cardlink_footer\"><\/div><\/div>\r\n<p>\u307e\u305f\u3001\u3088\u308a\u8a73\u7d30\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u7d50\u679c\u306e\u89e3\u91c8\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306f\u300e<a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/data-analysis\/702\/\" target=\"_blank\" rel=\"noopener\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u7d50\u679c\u306e\u898b\u65b9<\/a>\u300f\u306e\u8a18\u4e8b\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<div class=\"cardlink\"><a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/data-analysis\/702\/\" target=\"_blank\"><div class=\"cardlink_thumbnail\"><img src='https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2021\/06\/pexels-cottonbro-4778611-120x120.jpg' alt='\u304b\u3093\u305f\u3093\u89e3\u8aac! \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u7d50\u679c\u306e\u898b\u65b9\u3068\u8003\u3048\u65b9' width=120 height=120 \/><\/a><\/div><div class=\"cardlink_content\"><span class=\"timestamp\">2021.06.21<\/span><div class=\"cardlink_title\"><a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/data-analysis\/702\/\" target=\"_blank\">\u304b\u3093\u305f\u3093\u89e3\u8aac! \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u7d50\u679c\u306e\u898b\u65b9\u3068\u8003\u3048\u65b9 <\/a><\/div><div class=\"cardlink_excerpt\">\u300c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u7d50\u679c\u3063\u3066\u3069\u3046\u3084\u3063\u3066\u898b\u308b\u306e\uff1f\u300d\r\n\u300ct\u5024\uff1fp\u5024\uff1f\u3088\u304f\u5206\u304b\u3089\u306a\u3044\uff01\u300d\r\n\r\n\u3068\u304a\u60a9\u307f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f\r\n\r\n\u5206\u6790\u7d50\u679c\u3092\u6b63\u3057\u304f\u89e3\u91c8\u3059\u308b\u3053\u3068\u306f\u3001\u305d\u306e\u5f8c\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u306e\u6210\u5426\u306b\u95a2\u308f\u308b\u305f\u3081\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\r\n\r\n\u305d\u3053\u3067\u672c\u8a18\u4e8b\u3067\u306f\u3001\u5b9f\u969b\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de...<\/div><\/div><div class=\"cardlink_footer\"><\/div><\/div>\r\n<h5>\u56de\u5e30\u4fc2\u6570\u304b\u3089\u30aa\u30c3\u30ba\u6bd4\u3092\u8a08\u7b97\u3059\u308b<\/h5>\r\n<p>\u3055\u304d\u307b\u3069\u8aac\u660e\u3057\u305f\u56de\u5e30\u4fc2\u6570\u304c\u7528\u3044\u308b\u3068\u30aa\u30c3\u30ba\u6bd4\u304c\u7c21\u5358\u306b\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u5b9f\u88c5\u3067\u306f\u56de\u5e30\u4fc2\u6570\u3092\u7b97\u51fa\u3057\u3066\u304b\u3089\u30aa\u30c3\u30ba\u6bd4\u306e\u8a08\u7b97\u3092\u884c\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<p>\u56de\u5e30\u4fc2\u6570\u3068\u30aa\u30c3\u30ba\u6bd4\u306e\u95a2\u4fc2\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\r\n<ul>\r\n<li>\u56de\u5e30\u4fc2\u6570\uff1a\\( a,b \\)<\/li>\r\n<li>\u30aa\u30c3\u30ba\u6bd4\uff1a\\( e^a,e^b \\)<\/li>\r\n<\/ul>\r\n<p>e\uff08\u30cd\u30a4\u30d4\u30a2\u6570\uff09\u306e\u7d2f\u4e57\u90e8\u5206\u306b\u56de\u5e30\u4fc2\u6570\u3092\u53d6\u308b\u3053\u3068\u3067\u3001\u30aa\u30c3\u30ba\u6bd4\u3092\u7b97\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<div class=\"well2\">e\u306f\u30cd\u30a4\u30d4\u30a2\u6570\u3068\u3044\u3046\u7279\u5225\u306a\u6570\u5024\u306b\u306a\u308a\u307e\u3059\u3002\u7d042.7\u306e\u5024\u3060\u3068\u8003\u3048\u3066\u3044\u305f\u3060\u3051\u308c\u3070\u5927\u4e08\u592b\u3067\u3059\uff01<\/div>\r\n<p>\u4eca\u56de\u3054\u7d39\u4ecb\u3057\u305f5STEP\u3092\u5b9f\u8df5\u3059\u308b\u3053\u3068\u3067\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u304c\u884c\u3048\u307e\u3059\u3002<\/p>\r\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u6d3b\u7528\u3059\u308c\u3070\u7c21\u5358\u306b\u5206\u6790\u3067\u304d\u307e\u3059\u304c\u3001<strong>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u884c\u308f\u306a\u3051\u308c\u3070\u5206\u6790\u306e\u96e3\u6613\u5ea6\u306f\u8df3\u306d\u4e0a\u304c\u308a\u307e\u3059\u3002<\/strong><\/p>\r\n<p>\u300c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u884c\u3046\u306e\u304c\u96e3\u3057\u3044\uff01\u300d\u3068\u3044\u3046\u65b9\u306f\u3001\u300e<a href=\"https:\/\/cacco.co.jp\/datascience\/?ref_type=blog_$$post_id$$\" target=\"_blank\" rel=\"noopener noreferrer\">\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9<\/a>\u300f\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\uff01<\/p>\r\n<p><a href=\"https:\/\/cacco.co.jp\/datascience\/?ref_type=blog_\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-3236 size-full\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f.png\" alt=\"\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f\" width=\"1024\" height=\"300\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f-300x88.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f-768x225.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\r\n<h2>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306b\u304a\u3051\u308b3\u3064\u306e\u6ce8\u610f\u70b9<\/h2>\r\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-large wp-image-2086\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e-3\u3064\u306e\u6ce8\u610f\u70b9\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-1024x576.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e 3\u3064\u306e\u6ce8\u610f\u70b9\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf\" width=\"1024\" height=\"576\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e-3\u3064\u306e\u6ce8\u610f\u70b9\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-1024x576.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e-3\u3064\u306e\u6ce8\u610f\u70b9\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-300x169.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e-3\u3064\u306e\u6ce8\u610f\u70b9\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf-768x432.png 768w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/10\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e-3\u3064\u306e\u6ce8\u610f\u70b9\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u884c\u3044\u65b9\u3092\u8aac\u660e\u3057\u307e\u3057\u305f\u304c\u3001\u6ce8\u610f\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u6642\u306b\u6ce8\u610f\u3059\u3079\u304d\u3053\u3068\u306f\u4ee5\u4e0b\u306e3\u3064\u3067\u3059\u3002<\/p>\r\n<ul>\r\n<li>\u591a\u91cd\u5171\u7dda\u6027\u306e\u53ef\u80fd\u6027<\/li>\r\n<li>\u904e\u5b66\u7fd2\u306e\u53ef\u80fd\u6027<\/li>\r\n<li>\u30c7\u30fc\u30bf\u6570\u3092\u5927\u304d\u304f\u3057\u306a\u3044\u3068\u3044\u3051\u306a\u3044<\/li>\r\n<\/ul>\r\n<p><strong>\u6ce8\u610f\u70b9\u3092\u610f\u8b58\u3057\u3066\u5206\u6790\u3057\u306a\u3051\u308c\u3070\u3001\u5206\u6790\u3092\u3082\u3068\u306b\u884c\u52d5\u3057\u3066\u3082\u7121\u76ca<\/strong>\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u6b63\u3057\u304f\u6ce8\u610f\u70b9\u3092\u628a\u63e1\u3057\u3066\u3001\u5206\u6790\u306b\u6d3b\u304b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<h3>1. \u591a\u91cd\u5171\u7dda\u6027\u304c\u767a\u751f\u3059\u308b<\/h3>\r\n<p>\r\n\r\n<\/p>\r\n<p><strong>\u591a\u91cd\u5171\u7dda\u6027\u3068\u306f\u305d\u308c\u305e\u308c\u306e\u9805\u76ee\u306e\u9593\u306b\u9ad8\u3044\u76f8\u95a2\u304c\u3042\u308b\u5834\u5408\u306b\u767a\u751f\u3059\u308b\u73fe\u8c61<\/strong>\u3067\u3059\u3002<\/p>\r\n<p>\u591a\u91cd\u5171\u7dda\u6027\u3092\u7121\u8996\u3057\u3066\u3057\u307e\u3046\u3068\u3001\u5f71\u97ff\u304c\u5927\u304d\u3044\u3068\u5224\u65ad\u3057\u305f\u5909\u6570\u304c\u3059\u3079\u3066\u540c\u3058\u3088\u3046\u306a\u610f\u5473\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u4f8b\u3048\u3070\u3001\u3042\u308b\u5546\u54c1\u306e\u8cfc\u5165\u6709\u7121\u306b\u5e74\u9f62\u3068\u53ce\u5165\u3092\u8aac\u660e\u5909\u6570\u3068\u3057\u3066\u7528\u3044\u305f\u3068\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u5e74\u9f62\u304c\u4e0a\u304c\u308b\u306b\u3064\u308c\u3001\u53ce\u5165\u304c\u5897\u52a0\u3059\u308b\u50be\u5411\u306b\u3042\u308b\u3053\u3068\u304b\u30892\u3064\u306e\u9805\u76ee\u306b\u76f8\u95a2\u304c\u767a\u751f\u3057\u3066\u3044\u307e\u3059\u3088\u306d\u3002<\/p>\r\n<p>\u3053\u306e\u72b6\u614b\u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3063\u3066\u3057\u307e\u3046\u3068\u3001<strong>\u76f8\u95a2\u304c\u3042\u308b\u305f\u3081\u3001\u3069\u3061\u3089\u304b\u7247\u65b9\u3060\u3051\u5f71\u97ff\u304c\u3042\u308b\u3068\u3059\u308c\u3070\u5341\u5206\u306a\u306e\u306b2\u3064\u3082\u5f71\u97ff\u304c\u9ad8\u3044<\/strong>\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u305d\u306e\u7d50\u679c\u3001\u91cd\u8981\u3067\u3042\u308b\u306f\u305a\u306e\u4ed6\u306e\u5909\u6570\u3092\u898b\u3064\u3051\u51fa\u305b\u306a\u304f\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<h3 class=\"wp-block-heading\">2. \u904e\u5b66\u7fd2\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b<\/h3>\r\n<p>\r\n\r\n<\/p>\r\n<p><strong>\u904e\u5b66\u7fd2\u306f\u30e2\u30c7\u30eb\u304c\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u904e\u5ea6\u306b\u9069\u5408\u3057\u3059\u304e\u308b<\/strong>\u3053\u3068\u3067\u3059\u3002<\/p>\r\n<p>\u3082\u3057\u904e\u5b66\u7fd2\u306b\u306a\u3063\u3066\u3044\u308c\u3070\u3001\u305b\u3063\u304b\u304f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3063\u305f\u306e\u306b\u3001\u7d50\u679c\u3092\u305d\u306e\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3057\u304b\u9069\u7528\u3067\u304d\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u9805\u76ee\uff08\u8aac\u660e\u5909\u6570\uff09\u306e\u6570\u304c\u81a8\u5927\u3067\u3042\u308b\u3068\u304d\u3001\u3044\u308d\u3044\u308d\u306a\u5909\u6570\u304b\u3089\u4e88\u6e2c\u3055\u308c\u308b\u305f\u3081\u7d30\u304b\u304f\u306a\u308a\u3059\u304e\u3001\u307e\u305f\u5225\u306e\u4f3c\u305f\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3067\u306f\u5168\u304f\u5225\u306e\u4e88\u6e2c\u306b\u306a\u308b\u3068\u3044\u3046\u3053\u3068\u3082\u767a\u751f\u3057\u304b\u306d\u307e\u305b\u3093\u3002<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<h3 class=\"wp-block-heading\">3. \u30c7\u30fc\u30bf\u6570\u304c\u5927\u304d\u304f\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044<\/h3>\r\n<p>\r\n\r\n<\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f<strong>\u30c7\u30fc\u30bf\u6570\u304c\u5927\u304d\u3044\u5834\u5408\u306b\u7cbe\u5ea6\u306e\u9ad8\u3044\u7d50\u679c\u3092\u5f97\u308b<\/strong>\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p><strong>\u3057\u304b\u3057\u3001\u30c7\u30fc\u30bf\u6570\u304c\u5c11\u306a\u3059\u304e\u308b\u3068\u3001\u5c11\u3057\u7279\u7570\u306a\u5024(\u5916\u308c\u5024)\u304c\u3042\u308c\u3070\u305d\u306e\u5024\u306b\u4e88\u6e2c\u7d50\u679c\u304c\u5f71\u97ff\u3055\u308c\u3001\u6b63\u3057\u3044\u7d50\u679c\u3092\u5f97\u3089\u308c\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\r\n<p>\u3042\u308b\u7a0b\u5ea6\u30c7\u30fc\u30bf\u304c\u84c4\u7a4d\u3057\u305f\u6bb5\u968e\u3067\u5206\u6790\u3092\u884c\u3046\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<h2>Python\u3092\u4f7f\u3048\u3070\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u304c\u7c21\u5358\u306b\u306a\u308b<\/h2>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f<a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/glossary\/1648\/\" target=\"_blank\" rel=\"noopener\">Python<\/a>\u3067\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>Python\u306b\u306f<strong>scikit-learn\u3068\u3044\u3046\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea<\/strong>\u304c\u3042\u308a\u3001\u305d\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7528\u3044\u3066\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\r\n<p>\u307e\u305ascikit-learn\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002(\u65e2\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u304f\u3060\u3055\u3044)<\/p>\r\n<pre>pip install scikit-learn<\/pre>\r\n<p>\u4eca\u56de\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u3072\u306a\u578b\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\r\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3067\u65e5\u672c\u8a9e\u306b\u306a\u3063\u3066\u3044\u308b\u90e8\u5206\u3092\u4fee\u6b63\u3057\u3066\u3001\u5229\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p>\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\uff08\u95a2\u6570\u304c\u591a\u304f\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\uff09\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u304b\u3089\u3001\u7c21\u5358\u306a\u8a55\u4fa1\u307e\u3067\u884c\u3048\u307e\u3059\u3002<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<pre class=\"wp-block-code\"><code>import numpy as np\r\nimport pandas as pd\r\nfrom sklearn.linear_model import LogisticRegression\r\nfrom sklearn.model_selection import train_test_split\r\nfrom sklearn.metrics import accuracy_score, confusion_matrix\r\n\r\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\uff08\u3053\u3053\u3067\u306fCSV\u30d5\u30a1\u30a4\u30eb\u3092\u4eee\u5b9a\u3057\u307e\u3059\uff09\r\ndata = pd.read_csv('\u30c7\u30fc\u30bf\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9.csv')<br \/>\r\n# \u7279\u5fb4\u91cf\u3068\u76ee\u7684\u5909\u6570\u3092\u5206\u5272\r\nX = data.drop(columns=['\u76ee\u7684\u5909\u6570\u306e\u5217\u540d'])\r\ny = data['\u76ee\u7684\u5909\u6570\u306e\u5217\u540d']\r\n\r\n# \u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5206\u5272\r\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\r\n\r\n# \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3068\u5b66\u7fd2\r\nmodel = LogisticRegression()\r\nmodel.fit(X_train, y_train)\r\n\r\n# \u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u306e\u4e88\u6e2c\r\ny_pred = model.predict(X_test)\r\n\r\n# \u7cbe\u5ea6\u306e\u8a55\u4fa1(\u6b63\u89e3\u7387\u306e\u307f)\r\naccuracy = accuracy_score(y_test, y_pred)\r\nprint(\"Accuracy:\", accuracy)\r\n\r\n# \u6df7\u540c\u884c\u5217\u306e\u8868\u793a(\u30aa\u30c3\u30ba\u3067\u51fa\u3066\u304d\u305f\u8868)\r\nconf_matrix = confusion_matrix(y_test, y_pred)\r\nprint(\"Confusion Matrix:\")\r\nprint(conf_matrix)<br \/><br \/><span class=\"hljs-comment\"># \u56de\u5e30\u4fc2\u6570\u306e\u8868\u793a<br \/><\/span>coefficients = model.coef_[<span class=\"hljs-number\">0<\/span>]<span class=\"hljs-comment\"># \u30aa\u30c3\u30ba\u6bd4\u306e\u8a08\u7b97<br \/><\/span>odds_ratios = np.exp(coefficients)<br \/><br \/><span class=\"hljs-comment\"># \u9805\u76ee\u3068\u30aa\u30c3\u30ba\u6bd4\u306e\u8868\u793a<br \/><\/span><span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"\u30aa\u30c3\u30ba\u6bd4:\"<\/span>)<br \/><span class=\"hljs-keyword\">for<\/span> feature, odds_ratio <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">zip<\/span>(X.columns, odds_ratios):<br \/><span class=\"hljs-built_in\">    print<\/span>(<span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{feature}<\/span>: <span class=\"hljs-subst\">{odds_ratio}<\/span>\"<\/span>)<\/code><\/pre>\r\n<p>\r\n\r\n<\/p>\r\n<p><\/p>\r\n<div class=\"cardlink\"><a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/glossary\/1648\/\" target=\"_blank\"><div class=\"cardlink_thumbnail\"><img src='https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2023\/08\/Cashless-Sevurity-Report-5-120x120.png' alt='Python\u3068\u306f\uff1f3\u5206\u3067\u5206\u304b\u308b\u4eba\u6c17\u306e\u7406\u7531\u3068\u57fa\u790e\u77e5\u8b58' width=120 height=120 \/><\/a><\/div><div class=\"cardlink_content\"><span class=\"timestamp\">2023.09.15<\/span><div class=\"cardlink_title\"><a href=\"https:\/\/cacco.co.jp\/datascience\/media\/\/glossary\/1648\/\" target=\"_blank\">Python\u3068\u306f\uff1f3\u5206\u3067\u5206\u304b\u308b\u4eba\u6c17\u306e\u7406\u7531\u3068\u57fa\u790e\u77e5\u8b58 <\/a><\/div><div class=\"cardlink_excerpt\">\u300cPython(\u30d1\u30a4\u30bd\u30f3)\u300d\u3068\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e1\u3064\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3084\u30a2\u30d7\u30ea\u306e\u958b\u767a\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306fPython\u306e\u7279\u5fb4\u3084\u3067\u304d\u308b\u3053\u3068\u30fb\u7fd2\u5f97\u306e\u65b9\u6cd5\u306a\u3069\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002...<\/div><\/div><div class=\"cardlink_footer\"><\/div><\/div>\r\n<h2>\u307e\u3068\u3081<\/h2>\r\n<p><\/p>\r\n<p><strong>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f2\u5024\u306e\u5206\u985e\u306b\u304a\u3044\u3066\u5f37\u529b\u306a\u624b\u6cd5<\/strong>\u3067\u3059\u3002<\/p>\r\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u3067\u3001<strong>2\u5024\u306e\u5206\u985e\u3092\u4e88\u6e2c\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u3069\u306e\u5909\u6570\u304c\u3088\u308a\u5f37\u3044\u5f71\u97ff\u3092\u53ca\u307c\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/strong><\/p>\r\n<p>\u533b\u7642\u3084EC\u30b5\u30a4\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u591a\u304f\u306e\u696d\u52d9\u306b\u304a\u3044\u3066\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u3067\u8981\u56e0\u5206\u6790\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<p>\u3057\u304b\u3057\u3001\u591a\u91cd\u5171\u7dda\u6027\u3084\u904e\u5b66\u7fd2\u306a\u3069\u306e\u6ce8\u610f\u70b9\u306b\u3082\u7559\u610f\u3057\u306a\u304c\u3089\u3001\u5206\u6790\u3092\u9032\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p>\u300c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u3088\u3046\u306a\u5206\u6790\u3092\u884c\u3044\u305f\u3044\u3051\u3069\u3001\u4f55\u304b\u3089\u59cb\u3081\u308c\u3070\u3088\u3044\u304b\u5206\u304b\u3089\u306a\u3044&#8230;\u300d\u3068\u3044\u3046\u65b9\u306f\u3001\u300e<a href=\"https:\/\/cacco.co.jp\/datascience\/?ref_type=blog_$$post_id$$\" target=\"_blank\" rel=\"noopener noreferrer\">\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9<\/a>\u300f\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\uff01<\/p>\r\n<p><a href=\"https:\/\/cacco.co.jp\/datascience\/?ref_type=blog_\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-3236 size-full\" src=\"https:\/\/cacco.co.jp\/datascience\/media\/\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f.png\" alt=\"\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f\" width=\"1024\" height=\"300\" srcset=\"https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f.png 1024w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f-300x88.png 300w, https:\/\/cacco.co.jp\/datascience\/media\/wp-content\/uploads\/2024\/03\/\u304b\u3063\u3053\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u516c\u5f0f-768x225.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\r\n<p><\/p><\/div>","protected":false},"excerpt":{"rendered":"\u300c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3063\u3066\u3069\u3046\u3084\u3063\u3066\u3084\u308b\u306e\uff1f\u300d\u300c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u3057\u305f\u306f\u3044\u3044\u3051\u3069\u3001\u3069\u3046\u3084\u3063\u3066\u6d3b\u7528\u3059\u308b\u306e\uff1f\u300d \u3068\u304a\u60a9\u307f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f 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