{"id":22516,"date":"2025-05-15T18:30:00","date_gmt":"2025-05-15T09:30:00","guid":{"rendered":"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/?p=22516"},"modified":"2025-05-09T14:52:22","modified_gmt":"2025-05-09T05:52:22","slug":"%e3%80%902025%e5%b9%b4%e6%9c%80%e6%96%b0%e3%80%91%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%e3%83%9e%e3%83%bc","status":"publish","type":"post","link":"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/analysis\/%e3%80%902025%e5%b9%b4%e6%9c%80%e6%96%b0%e3%80%91%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%e3%83%9e%e3%83%bc\/","title":{"rendered":"\u30102025\u5e74\u6700\u65b0\u3011\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3068\u306f\uff1f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u6d3b\u304b\u3059\u4e88\u6e2c\u30e2\u30c7\u30eb\u5165\u9580"},"content":{"rendered":"\n<p>\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u304c\u6c42\u3081\u3089\u308c\u308b\u73fe\u4ee3\u306b\u304a\u3044\u3066\u3001\u300c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u300d\u306f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3084\u30d3\u30b8\u30cd\u30b9\u5206\u6790\u306e\u5834\u9762\u3067\u983b\u7e41\u306b\u4f7f\u308f\u308c\u308b\u7d71\u8a08\u624b\u6cd5\u3067\u3059\u3002\u8cfc\u8cb7\u4e88\u6e2c\u3084\u96e2\u8131\u9632\u6b62\u3001\u4e0d\u6b63\u691c\u77e5\u306a\u3069\u3001\u5b9f\u52d9\u306b\u76f4\u7d50\u3059\u308b\u7528\u9014\u304c\u591a\u304f\u3001\u5206\u6790\u521d\u5fc3\u8005\u3067\u3082\u57fa\u672c\u3092\u7406\u89e3\u3059\u308c\u3070\u5b9f\u88c5\u53ef\u80fd\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u5b9a\u7fa9\u304b\u3089\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3001\u5c0e\u5165\u624b\u9806\u3001\u6ce8\u610f\u70b9\u3001Python\u3092\u4f7f\u3063\u305f\u5b9f\u88c5\u4f8b\u307e\u3067\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/kantan.gmo\/?utm_source=owned&amp;utm_medium=banner\" target=\"_blank\" rel=\" noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"758\" src=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-1024x758.jpg\" alt=\"\" class=\"wp-image-27750\" srcset=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-1024x758.jpg 1024w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-300x222.jpg 300w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-768x569.jpg 768w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-1536x1138.jpg 1536w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-2048x1517.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n\n\n<h2 class=\"wp-block-heading\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u5b9a\u7fa9\u3068\u57fa\u672c\u6982\u5ff5<\/h2>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3068\u306f\u3001\u7d50\u679c\u304c2\u3064\u306b\u5206\u985e\u3055\u308c\u308b\u4e8b\u8c61\uff08\u4f8b\uff1a\u8cfc\u5165\u3059\u308b\u30fb\u3057\u306a\u3044\uff09\u306b\u5bfe\u3057\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u8981\u56e0\u304c\u95a2\u4e0e\u3057\u3066\u3044\u308b\u304b\u3092\u6570\u5024\u7684\u306b\u8a55\u4fa1\u3057\u3001\u305d\u306e\u767a\u751f\u78ba\u7387\u3092\u4e88\u6e2c\u3059\u308b\u5206\u6790\u624b\u6cd5\u3067\u3059\u3002\u901a\u5e38\u306e<a href=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/?p=18909\" title=\"\">\u56de\u5e30\u5206\u6790<\/a>\u3068\u306f\u7570\u306a\u308a\u3001\u76ee\u7684\u5909\u6570\u304c\u9023\u7d9a\u5024\u3067\u306f\u306a\u304f\u300c0\u304b1\u300d\u3067\u8868\u3055\u308c\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u5e83\u544a\u3092\u898b\u305f\u30e6\u30fc\u30b6\u30fc\u304c\u5546\u54c1\u3092\u8cfc\u5165\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u3042\u308b\u3044\u306f\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u78ba\u7387\u3092\u3082\u3068\u306b\u3057\u305f\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd\u306b\u306a\u308b\u305f\u3081\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u306e\u6700\u9069\u5316\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 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class=\"wp-block-heading\">\u533b\u7642\u5206\u91ce\u3067\u306e\u30ea\u30b9\u30af\u8a55\u4fa1\uff08\u75be\u75c5\u4e88\u6e2c\uff09<\/h3>\n\n\n\n<p>\u533b\u7642\u5206\u91ce\u3067\u306f\u3001\u60a3\u8005\u306e\u5065\u5eb7\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001\u75c5\u6c17\u306b\u304b\u304b\u308b\u30ea\u30b9\u30af\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u5e74\u9f62\u3001\u55ab\u7159\u6b74\u3001\u8840\u5727\u3001\u4f53\u91cd\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001\u300c\u5fc3\u81d3\u75c5\u306b\u306a\u308b\u53ef\u80fd\u6027\u306f60\uff05\u300d\u3068\u3044\u3063\u305f\u30ea\u30b9\u30af\u8a55\u4fa1\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u5206\u6790\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u3001\u30ea\u30b9\u30af\u306e\u9ad8\u3044\u60a3\u8005\u306b\u306f\u5b9a\u671f\u7684\u306a\u5065\u5eb7\u8a3a\u65ad\u3092\u52e7\u3081\u305f\u308a\u3001\u751f\u6d3b\u7fd2\u6163\u306e\u6539\u5584\u6307\u5c0e\u3092\u884c\u3046\u306a\u3069\u3001\u4e88\u9632\u533b\u7642\u3078\u306e\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u91d1\u878d\u696d\u754c\u3067\u306e\u4e0d\u6b63\u691c\u77e5<\/h3>\n\n\n\n<p>\u9280\u884c\u3084\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u4f1a\u793e\u3067\u306f\u3001\u4e0d\u6b63\u5229\u7528\u3084\u8a50\u6b3a\u884c\u70ba\u3092\u3044\u3061\u65e9\u304f\u767a\u898b\u3059\u308b\u305f\u3081\u306b\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u901a\u5e38\u306e\u8cfc\u8cb7\u30d1\u30bf\u30fc\u30f3\u3068\u5927\u304d\u304f\u7570\u306a\u308b\u53d6\u5f15\uff08\u6df1\u591c\u306b\u9ad8\u984d\u306a\u8cb7\u3044\u7269\u3092\u3059\u308b\u306a\u3069\uff09\u3092\u898b\u3064\u3051\u305f\u969b\u306b\u3001\u305d\u308c\u304c\u4e0d\u6b63\u3067\u3042\u308b\u78ba\u7387\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u3053\u306e\u53d6\u5f15\u306f\u4e0d\u6b63\u3067\u3042\u308b\u78ba\u7387\u304c90\uff05\u300d\u3068\u5224\u65ad\u3055\u308c\u305f\u5834\u5408\u3001\u81ea\u52d5\u7684\u306b\u30ab\u30fc\u30c9\u306e\u4e00\u6642\u505c\u6b62\u51e6\u7406\u3084\u30a2\u30e9\u30fc\u30c8\u901a\u77e5\u304c\u884c\u308f\u308c\u308b\u4ed5\u7d44\u307f\u306b\u6d3b\u304b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eba\u306e\u76ee\u3067\u306f\u898b\u9003\u3059\u3088\u3046\u306a\u7570\u5e38\u3082\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u77ac\u6642\u306b\u691c\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4ed5\u7d44\u307f\u3068\u5b9f\u884c\u624b\u9806<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"925\" height=\"420\" src=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4ed5\u7d44\u307f\u3068\u5b9f\u884c\u624b\u9806-visual-selection.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u5206\u6790\u624b\u9806\uff08\u30c7\u30fc\u30bf\u53ce\u96c6\uff5e\u5909\u6570\u5f71\u97ff\u5ea6\u5206\u6790\uff09\u3092\u30d5\u30ed\u30fc\u5f62\u5f0f\u3067\u8aac\u660e\u3057\u305f\u56f3\" class=\"wp-image-22535\" srcset=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4ed5\u7d44\u307f\u3068\u5b9f\u884c\u624b\u9806-visual-selection.png 925w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4ed5\u7d44\u307f\u3068\u5b9f\u884c\u624b\u9806-visual-selection-300x136.png 300w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u4ed5\u7d44\u307f\u3068\u5b9f\u884c\u624b\u9806-visual-selection-768x349.png 768w\" sizes=\"auto, (max-width: 925px) 100vw, 925px\" \/><\/figure>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u3001\u300c\u3042\u308b\u51fa\u6765\u4e8b\u304c\u8d77\u3053\u308b\u304b\u3069\u3046\u304b\uff08\u4f8b\uff1a\u8cfc\u5165\u3059\u308b\uff0f\u3057\u306a\u3044\uff09\u300d\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306e\u7d71\u8a08\u30e2\u30c7\u30eb\u3067\u3059\u3002\u6570\u5b66\u7684\u306b\u306f\u300c\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\uff08S\u5b57\u30ab\u30fc\u30d6\uff09\u300d\u3092\u4f7f\u3063\u3066\u30010\u301c1\u306e\u78ba\u7387\u3092\u51fa\u529b\u3057\u3001\u4e00\u5b9a\u306e\u95be\u5024\uff08\u305f\u3068\u3048\u30700.5\uff09\u3092\u8d85\u3048\u305f\u3089\u300c\u8d77\u3053\u308b\u300d\u3068\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u4ed5\u7d44\u307f\u3092\u6d3b\u7528\u3057\u3001\u5b9f\u969b\u306b\u5206\u6790\u3092\u9032\u3081\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e5\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u3080\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">STEP 1\uff1a\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u524d\u51e6\u7406<\/h3>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u5206\u6790\u306b\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u307e\u3059\u3002\u5bfe\u8c61\u3068\u306a\u308b\u30c7\u30fc\u30bf\u306f\u3001\u9867\u5ba2\u306e\u5c5e\u6027\uff08\u5e74\u9f62\u3001\u6027\u5225\u3001\u8cfc\u5165\u5c65\u6b74\u306a\u3069\uff09\u3084\u884c\u52d5\u5c65\u6b74\u306a\u3069\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6bb5\u968e\u3067\u884c\u3046\u51e6\u7406\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6b20\u640d\u5024\uff08\u7a7a\u6b04\u30c7\u30fc\u30bf\uff09\u306e\u51e6\u7406\uff1a\u5e73\u5747\u5024\u3067\u88dc\u5b8c\u3057\u305f\u308a\u3001\u9664\u5916\u3057\u305f\u308a\u3057\u307e\u3059<\/li>\n\n\n\n<li>\u5916\u308c\u5024\u306e\u78ba\u8a8d\uff1a\u6975\u7aef\u306a\u5024\u304c\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u3086\u304c\u3081\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3001\u30c1\u30a7\u30c3\u30af\u304c\u5fc5\u8981\u3067\u3059<\/li>\n\n\n\n<li>\u6a19\u6e96\u5316\uff1a\u5024\u306e\u30b9\u30b1\u30fc\u30eb\uff08\u5927\u304d\u3055\uff09\u3092\u63c3\u3048\u3066\u5b66\u7fd2\u52b9\u7387\u3092\u9ad8\u3081\u307e\u3059<\/li>\n\n\n\n<li>\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff1a\u6587\u5b57\u30c7\u30fc\u30bf\uff08\u4f8b\uff1a\u6027\u5225\u300c\u7537\u6027\u300d\u300c\u5973\u6027\u300d\u306a\u3069\uff09\u3092\u6570\u5024\u306b\u5909\u63db\u3057\u307e\u3059<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u300c\u524d\u51e6\u7406\u300d\u304c\u4e0d\u5341\u5206\u3060\u3068\u3001\u3069\u3093\u306a\u306b\u9ad8\u5ea6\u306a\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3082\u6b63\u78ba\u306a\u7d50\u679c\u306f\u5f97\u3089\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">STEP 2\uff1a\u5206\u6790\u74b0\u5883\u306e\u69cb\u7bc9<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304c\u6574\u3063\u305f\u3089\u3001\u5206\u6790\u3092\u884c\u3046\u74b0\u5883\u3092\u6574\u3048\u307e\u3059\u3002\u5b9f\u52d9\u3067\u306f\u4e3b\u306b\u4ee5\u4e0b\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3084\u30c4\u30fc\u30eb\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python\uff1a\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u300cscikit-learn\u300d\u304c\u6a19\u6e96\u7684<\/li>\n\n\n\n<li>R\uff1a\u7d71\u8a08\u89e3\u6790\u306b\u5f37\u304f\u3001\u8996\u899a\u5316\u3082\u5bb9\u6613<\/li>\n\n\n\n<li>Excel\uff0b\u30a2\u30c9\u30a4\u30f3\uff1a\u7c21\u6613\u7684\u306a\u5206\u6790\u3067\u3042\u308c\u3070\u4f7f\u7528\u53ef\u80fd<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u304f\u306bPython\u3067\u306f\u3001<code>LogisticRegression<\/code>\u30af\u30e9\u30b9\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3067\u30e2\u30c7\u30eb\u69cb\u7bc9\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">STEP 3\uff1a\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3068\u5b66\u7fd2<\/h3>\n\n\n\n<p>\u6b21\u306b\u3001\u7528\u610f\u3057\u305f\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u3001\u5b66\u7fd2\uff08\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff09\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u307e\u305a\u3001\u30c7\u30fc\u30bf\u3092\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5206\u5272\u3057\u307e\u3059\uff08\u4e00\u822c\u7684\u306b\u306f8:2\u30847:3\u306e\u6bd4\u7387\uff09<\/li>\n\n\n\n<li>\u8a13\u7df4\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u306b\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u3070\u305b\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u6027\u80fd\u3092\u691c\u8a3c\u3057\u307e\u3059<\/li>\n<\/ul>\n\n\n\n<p>Python\u306e\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u3067\u5b9f\u884c\u3057\u307e\u3059<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python\u30b3\u30d4\u30fc\u3059\u308b\u7de8\u96c6\u3059\u308b<code>from sklearn.linear_model import LogisticRegression\nmodel = LogisticRegression()\nmodel.fit(X_train, y_train)\n<\/code><\/pre>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u8aac\u660e\u5909\u6570\uff08\u4f8b\uff1a\u5e74\u9f62\u3001\u6765\u5e97\u56de\u6570\u306a\u3069\uff09\u3068\u76ee\u7684\u5909\u6570\uff08\u4f8b\uff1a\u8cfc\u5165\u3059\u308b\u30fb\u3057\u306a\u3044\uff09\u306e\u95a2\u4fc2\u3092\u5b66\u7fd2\u3057\u3001\u4eca\u5f8c\u306e\u4e88\u6e2c\u306b\u6d3b\u304b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">STEP 4\uff1a\u7cbe\u5ea6\u306e\u8a55\u4fa1<\/h3>\n\n\n\n<p>\u30e2\u30c7\u30eb\u304c\u3069\u308c\u3060\u3051\u6b63\u78ba\u306b\u4e88\u6e2c\u3067\u304d\u308b\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u300c\u8a55\u4fa1\u6307\u6a19\u300d\u3092\u4f7f\u3044\u307e\u3059\u3002\u4ee3\u8868\u7684\u306a\u6307\u6a19\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6b63\u89e3\u7387\uff08Accuracy\uff09\uff1a\u4e88\u6e2c\u304c\u6b63\u89e3\u3057\u305f\u5272\u5408<\/li>\n\n\n\n<li>\u518d\u73fe\u7387\uff08Recall\uff09\uff1a\u672c\u6765\u300c\u8d77\u304d\u308b\u300d\u3079\u304d\u4e8b\u8c61\u3092\u3069\u308c\u3060\u3051\u898b\u9003\u3055\u305a\u306b\u4e88\u6e2c\u3067\u304d\u305f\u304b<\/li>\n\n\n\n<li>\u7cbe\u5ea6\uff08Precision\uff09\uff1a\u4e88\u6e2c\u3067\u300c\u8d77\u304d\u308b\u300d\u3068\u5224\u65ad\u3057\u305f\u4e2d\u3067\u3001\u5b9f\u969b\u306b\u8d77\u304d\u305f\u3082\u306e\u306e\u5272\u5408<\/li>\n\n\n\n<li>\u6df7\u540c\u884c\u5217\uff08Confusion Matrix\uff09\uff1a\u4e88\u6e2c\u7d50\u679c\u3068\u5b9f\u969b\u306e\u7d50\u679c\u306e\u5bfe\u5fdc\u8868<\/li>\n<\/ul>\n\n\n\n<p>\u30d3\u30b8\u30cd\u30b9\u4e0a\u306f\u300c\u6b63\u89e3\u7387\u3060\u3051\u9ad8\u3044\u300d\u3088\u308a\u3082\u3001\u300c\u3069\u306e\u30bf\u30a4\u30d7\u306e\u9593\u9055\u3044\u304c\u8d77\u304d\u3066\u3044\u308b\u304b\u300d\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u96e2\u8131\u3092\u9632\u304e\u305f\u3044\u30e6\u30fc\u30b6\u30fc\u3092\u898b\u9003\u3059\u3068\u640d\u5931\u306b\u3064\u306a\u304c\u308b\u305f\u3081\u3001\u518d\u73fe\u7387\u304c\u91cd\u8996\u3055\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">STEP 5\uff1a\u5909\u6570\u306e\u5f71\u97ff\u5ea6\u3092\u5206\u6790\u3059\u308b<\/h3>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u3069\u306e\u5909\u6570\uff08\u8981\u56e0\uff09\u304c\u7d50\u679c\u306b\u3069\u308c\u3060\u3051\u5f71\u97ff\u3057\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u3001\u6226\u7565\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u306b\u5f79\u7acb\u3064\u30d2\u30f3\u30c8\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4fc2\u6570\uff08\u56de\u5e30\u4fc2\u6570\uff09\uff1a\u5404\u8aac\u660e\u5909\u6570\u304c\u7d50\u679c\u306b\u4e0e\u3048\u308b\u65b9\u5411\u6027\uff08\u30d7\u30e9\u30b9\u304b\u30de\u30a4\u30ca\u30b9\u304b\uff09\u3068\u5927\u304d\u3055<\/li>\n\n\n\n<li>\u30aa\u30c3\u30ba\u6bd4\uff08odds ratio\uff09\uff1a\u5909\u6570\u304c1\u5358\u4f4d\u5897\u3048\u305f\u3068\u304d\u306b\u3001\u767a\u751f\u78ba\u7387\u304c\u3069\u308c\u304f\u3089\u3044\u5909\u5316\u3059\u308b\u304b<\/li>\n<\/ul>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u300c\u6765\u5e97\u983b\u5ea6\u304c1\u56de\u5897\u3048\u308b\u3068\u3001\u8cfc\u5165\u30aa\u30c3\u30ba\u304c1.8\u500d\u306b\u306a\u308b\u300d\u3068\u3044\u3063\u305f\u3088\u3046\u306b\u3001\u6570\u5b57\u3067\u793a\u3055\u308c\u308b\u3068\u975e\u5e38\u306b\u5b9f\u52d9\u7684\u306a\u793a\u5506\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"493\" src=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u30e1\u30ea\u30c3\u30c8-visual-selection.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u5229\u70b9\uff08\u5b9f\u88c5\u306e\u5bb9\u6613\u3055\u30fb\u5909\u6570\u306e\u5f71\u97ff\u5206\u6790\u30fb\u78ba\u7387\u51fa\u529b\uff09\u3092\u30a2\u30a4\u30b3\u30f3\u3068\u5171\u306b\u793a\u3057\u305f\u56f3\" class=\"wp-image-22536\" srcset=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u30e1\u30ea\u30c3\u30c8-visual-selection.png 936w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u30e1\u30ea\u30c3\u30c8-visual-selection-300x158.png 300w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u30e1\u30ea\u30c3\u30c8-visual-selection-768x405.png 768w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><\/figure>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u304c\u3089\u5fdc\u7528\u7bc4\u56f2\u304c\u5e83\u304f\u3001\u30d3\u30b8\u30cd\u30b9\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u73fe\u5834\u3067\u91cd\u5b9d\u3055\u308c\u308b\u624b\u6cd5\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u4ee3\u8868\u7684\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9f\u88c5\u304c\u6bd4\u8f03\u7684\u5bb9\u6613\u3067\u3001\u5c0e\u5165\u3057\u3084\u3059\u3044<\/h3>\n\n\n\n<p>\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\uff08\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3084\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\uff09\u3068\u6bd4\u3079\u3066\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u69cb\u9020\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u3059\u3002Python\u3084R\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3048\u3070\u3001\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3067\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b9f\u884c\u304c\u53ef\u80fd\u306a\u305f\u3081\u3001\u521d\u5b66\u8005\u306b\u3082\u6271\u3044\u3084\u3059\u3044\u5206\u6790\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u6d88\u8cbb\u3082\u5c11\u306a\u304f\u3001\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3082\u5341\u5206\u306b\u52b9\u679c\u3092\u767a\u63ee\u3059\u308b\u305f\u3081\u3001\u5c0e\u5165\u30b3\u30b9\u30c8\u3092\u6291\u3048\u305f\u5206\u6790\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u51fa\u529b\u304c\u78ba\u7387\u3067\u3042\u308b\u305f\u3081\u3001\u610f\u601d\u6c7a\u5b9a\u306b\u76f4\u7d50\u3059\u308b<\/h3>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u3001\u300c\u306f\u3044\uff0f\u3044\u3044\u3048\u300d\u3068\u3044\u3063\u305f2\u5024\u306e\u5206\u985e\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u3042\u308b\u51fa\u6765\u4e8b\u304c\u8d77\u3053\u308b\u78ba\u7387\u300d\u30920\u301c1\u306e\u6570\u5024\u3067\u51fa\u529b\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u67d4\u8edf\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u3042\u308b\u30e6\u30fc\u30b6\u30fc\u304c\u5546\u54c1\u3092\u8cfc\u5165\u3059\u308b\u78ba\u7387\u304c\u300c72\uff05\u300d\u3068\u51fa\u305f\u5834\u5408\u3001\u305d\u308c\u3092\u3082\u3068\u306b\u300c\u30af\u30fc\u30dd\u30f3\u3092\u9001\u308b\u3079\u304d\u304b\u300d\u300c\u518d\u30bf\u30fc\u30b2\u30c6\u30a3\u30f3\u30b0\u5e83\u544a\u3092\u914d\u4fe1\u3059\u308b\u3079\u304d\u304b\u300d\u3068\u3044\u3063\u305f\u5224\u65ad\u3092\u4e0b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5358\u306a\u308b\u5206\u985e\u3088\u308a\u3082\u73fe\u5b9f\u7684\u306a\u65bd\u7b56\u306b\u3064\u306a\u304c\u308a\u3084\u3059\u3044\u306e\u304c\u5f37\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5909\u6570\u3054\u3068\u306e\u5f71\u97ff\u5ea6\u304c\u308f\u304b\u308b\u305f\u3081\u3001\u6539\u5584\u65bd\u7b56\u306b\u3064\u306a\u3052\u3084\u3059\u3044<\/h3>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u306f\u3001\u5404\u8aac\u660e\u5909\u6570\uff08\u5e74\u9f62\u3001\u6027\u5225\u3001\u8cfc\u5165\u56de\u6570\u306a\u3069\uff09\u304c\u76ee\u7684\u5909\u6570\uff08\u8cfc\u5165\u3059\u308b\u30fb\u3057\u306a\u3044\uff09\u306b\u3069\u306e\u7a0b\u5ea6\u5f71\u97ff\u3057\u3066\u3044\u308b\u304b\u304c\u300c\u4fc2\u6570\u300d\u3084\u300c\u30aa\u30c3\u30ba\u6bd4\u300d\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u300c\u3069\u306e\u8981\u56e0\u304c\u6700\u3082\u5f37\u304f\u5f71\u97ff\u3057\u3066\u3044\u308b\u306e\u304b\u300d\u304c\u5b9a\u91cf\u7684\u306b\u308f\u304b\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u300c\u904e\u53bb30\u65e5\u9593\u306e\u8a2a\u554f\u56de\u6570\u300d\u304c\u9ad8\u3044\u30aa\u30c3\u30ba\u6bd4\u3092\u6301\u3063\u3066\u3044\u308c\u3070\u3001\u305d\u308c\u3092\u5897\u3084\u3059\u305f\u3081\u306e\u65bd\u7b56\uff08\u30e1\u30fc\u30eb\u914d\u4fe1\u3001SNS\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306a\u3069\uff09\u3092\u5f37\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"792\" height=\"745\" src=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u6ce8\u610f\u70b9-visual-selection.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306b\u304a\u3051\u308b\u4ee3\u8868\u7684\u306a3\u3064\u306e\u843d\u3068\u3057\u7a74\uff08\u4e0d\u5b89\u5b9a\u306a\u30e2\u30c7\u30eb\u30fb\u8aa4\u89e3\u3092\u62db\u304f\u30c7\u30fc\u30bf\u30fb\u591a\u91cd\u5171\u7dda\u6027\uff09\u3092\u793a\u3057\u305f\u56f3\" class=\"wp-image-22537\" srcset=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u6ce8\u610f\u70b9-visual-selection.png 792w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u6ce8\u610f\u70b9-visual-selection-300x282.png 300w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u6ce8\u610f\u70b9-visual-selection-768x722.png 768w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><figcaption class=\"wp-element-caption\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u6ce8\u610f\u70b9\u3092\u8996\u899a\u7684\u306b\u7d39\u4ecb<\/figcaption><\/figure>\n\n\n\n<p>\u4fbf\u5229\u306a\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u3059\u304c\u3001\u4f7f\u7528\u306b\u3042\u305f\u3063\u3066\u306f\u6ce8\u610f\u3059\u3079\u304d\u70b9\u3082\u591a\u304f\u5b58\u5728\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u8efd\u8996\u3059\u308b\u3068\u3001\u8aa4\u3063\u305f\u5224\u65ad\u3084\u5206\u6790\u30df\u30b9\u3092\u62db\u304f\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u3044\u3068\u30e2\u30c7\u30eb\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b<\/h3>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3067\u306f\u3001\u4e00\u5b9a\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u4ef6\u6570\u304c\u306a\u3044\u3068\u3001\u7d50\u679c\u304c\u30d6\u30ec\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u7279\u306b\u3001\u300c\u767a\u751f\u3057\u306a\u3044\u300d\u30b1\u30fc\u30b9\u3070\u304b\u308a\u3067\u300c\u767a\u751f\u3059\u308b\u300d\u30b1\u30fc\u30b9\u304c\u6975\u7aef\u306b\u5c11\u306a\u3044\u3088\u3046\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u304c\u504f\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001100\u4eba\u4e2d\u308f\u305a\u304b5\u4eba\u3057\u304b\u8cfc\u8cb7\u3057\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3068\u3001\u7d50\u679c\u306e\u4fe1\u983c\u6027\u304c\u4f4e\u4e0b\u3059\u308b\u305f\u3081\u3001\u5341\u5206\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306e\u78ba\u4fdd\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8aac\u660e\u5909\u6570\u306b\u5f37\u3044\u76f8\u95a2\u304c\u3042\u308b\u3068\u30e2\u30c7\u30eb\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b\uff08\u591a\u91cd\u5171\u7dda\u6027\uff09<\/h3>\n\n\n\n<p>\u8aac\u660e\u5909\u6570\u540c\u58eb\u304c\u5f37\u3044\u76f8\u95a2\u3092\u6301\u3063\u3066\u3044\u308b\u3068\u3001\u3069\u306e\u5909\u6570\u304c\u5b9f\u969b\u306b\u7d50\u679c\u306b\u5f71\u97ff\u3057\u3066\u3044\u308b\u306e\u304b\u304c\u4e0d\u660e\u77ad\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u591a\u91cd\u5171\u7dda\u6027\u3068\u547c\u3073\u3001\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u6027\u3068\u4e88\u6e2c\u7cbe\u5ea6\u3092\u4e0b\u3052\u308b\u8981\u56e0\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u300c\u5e74\u9f62\u300d\u3068\u300c\u751f\u307e\u308c\u5e74\u300d\u3092\u540c\u6642\u306b\u30e2\u30c7\u30eb\u306b\u5165\u308c\u308b\u3068\u3001\u307b\u307c\u540c\u3058\u60c5\u5831\u30922\u91cd\u306b\u6271\u3046\u3053\u3068\u306b\u306a\u308a\u3001\u4fc2\u6570\u306e\u5024\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u76f8\u95a2\u304c\u9ad8\u3044\u5909\u6570\u306f\u9664\u5916\u3059\u308b\u304b\u3001\u4e3b\u6210\u5206\u5206\u6790\u306a\u3069\u3067\u6b21\u5143\u5727\u7e2e\u3092\u884c\u3046\u306e\u304c\u4e00\u822c\u7684\u306a\u5bfe\u51e6\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u306e\u524d\u63d0\u6761\u4ef6\u3092\u7121\u8996\u3059\u308b\u3068\u8aa4\u89e3\u3092\u62db\u304f<\/h3>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u524d\u63d0\u304c\u6697\u9ed9\u7684\u306b\u5b58\u5728\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u300c\u8aac\u660e\u5909\u6570\u3068\u76ee\u7684\u5909\u6570\u304c\u7dda\u5f62\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u300d\u300c\u89b3\u6e2c\u5024\u304c\u72ec\u7acb\u3067\u3042\u308b\u300d\u306a\u3069\u306e\u524d\u63d0\u304c\u6210\u308a\u7acb\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u304c\u4e0d\u6b63\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u3001\u540c\u3058\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u8907\u6570\u56de\u30c7\u30fc\u30bf\u304c\u53d6\u3089\u308c\u3066\u3044\u308b\u3088\u3046\u306a\u5834\u5408\uff08\u4f8b\uff1a\u540c\u4e00\u9867\u5ba2\u306e\u904e\u53bb10\u4ef6\u306e\u8cfc\u5165\u5c65\u6b74\u306a\u3069\uff09\u306f\u3001\u300c\u72ec\u7acb\u6027\u300d\u306e\u4eee\u5b9a\u304c\u5d29\u308c\u3066\u3057\u307e\u3044\u3001\u8aa4\u3063\u305f\u5206\u6790\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Python\u306b\u3088\u308b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u5b9f\u88c5\u4f8b<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u306fPython\u3067\u7c21\u6613\u7684\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python\u30b3\u30d4\u30fc\u3059\u308b\u7de8\u96c6\u3059\u308b<code>import pandas as pd\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.metrics import accuracy_score\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndata = pd.read_csv('data.csv')\n\n# \u7279\u5fb4\u91cf\u3068\u76ee\u7684\u5909\u6570\u3092\u5b9a\u7fa9\nX = data[['feature1', 'feature2']]\ny = data['target']\n\n# \u30c7\u30fc\u30bf\u5206\u5272\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# \u30e2\u30c7\u30eb\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = LogisticRegression()\nmodel.fit(X_train, y_train)\n\n# \u4e88\u6e2c\u3068\u7cbe\u5ea6\u8a55\u4fa1\ny_pred = model.predict(X_test)\naccuracy = accuracy_score(y_test, y_pred)\nprint(f'Accuracy: {accuracy}')\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306b\u304a\u3051\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\uff08Q&amp;A\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u591a\u9805\u5206\u985e\uff083\u5024\u4ee5\u4e0a\uff09\u306b\u306f\u4f7f\u3048\u306a\u3044\uff1f<\/h3>\n\n\n\n<p>3\u3064\u4ee5\u4e0a\u306e\u7d50\u679c\u3092\u4e88\u6e2c\u3057\u305f\u3044\u5834\u5408\u306b\u306f\u3001\u300c\u591a\u9805\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\uff08Multinomial Logistic Regression\uff09\u300d\u3068\u3044\u3046\u62e1\u5f35\u7248\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u300c\u5546\u54c1A\u30fb\u5546\u54c1B\u30fb\u5546\u54c1C\u306e\u3069\u308c\u3092\u9078\u3076\u304b\u300d\u3068\u3044\u3046\u3088\u3046\u306b3\u629e\u4ee5\u4e0a\u306e\u9078\u629e\u80a2\u304c\u3042\u308b\u5834\u5408\u3067\u3082\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5fdc\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u9078\u3070\u308c\u308b\u78ba\u7387\u3092\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7dda\u5f62\u56de\u5e30\u3068\u306e\u9055\u3044\u306f\uff1f<\/h3>\n\n\n\n<p>\u7dda\u5f62\u56de\u5e30\u306f\u3001\u300c\u3042\u308b\u6570\u5024\u3092\u3069\u308c\u304f\u3089\u3044\u306b\u306a\u308b\u304b\u300d\u3092\u4e88\u6e2c\u3059\u308b\u624b\u6cd5\u3067\u3059\uff08\u4f8b\uff1a\u58f2\u4e0a\u91d1\u984d\u3084\u30c6\u30b9\u30c8\u306e\u70b9\u6570\u3092\u4e88\u6e2c\uff09\u3002\u4e00\u65b9\u3067\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u300c\u3042\u308b\u4e8b\u8c61\u304c\u8d77\u304d\u308b\u304b\u3069\u3046\u304b\uff080\u304b1\uff09\u300d\u3092\u4e88\u6e2c\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3082\u3046\u5c11\u3057\u308f\u304b\u308a\u3084\u3059\u304f\u8a00\u3048\u3070\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7dda\u5f62\u56de\u5e30 \u2192 \u6570\u5024\u305d\u306e\u3082\u306e\u3092\u5f53\u3066\u308b\uff08\u4f55\u70b9\u306b\u306a\u308b\uff1f\u3044\u304f\u3089\u58f2\u308c\u308b\uff1f\uff09<\/li>\n\n\n\n<li>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30 \u2192 \u8d77\u304d\u308b\u304b\u3069\u3046\u304b\u3092\u5f53\u3066\u308b\uff08\u8cb7\u3046\uff1f\u8cb7\u308f\u306a\u3044\uff1f\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3046\u3088\u3046\u306b\u3001\u4e88\u6e2c\u3059\u308b\u5bfe\u8c61\u306e\u6027\u8cea\u304c\u6839\u672c\u7684\u306b\u9055\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306f\u3001\u78ba\u7387\u3068\u3044\u3046\u5f62\u3067\u672a\u6765\u306e\u884c\u52d5\u3092\u4e88\u6e2c\u3057\u3001\u6226\u7565\u306b\u843d\u3068\u3057\u8fbc\u3080\u305f\u3081\u306e\u91cd\u8981\u306a\u624b\u6cd5\u3067\u3059\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u533b\u7642\u3001\u91d1\u878d\u306a\u3069\u3042\u3089\u3086\u308b\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u521d\u5fc3\u8005\u3067\u3082\u624b\u9806\u3092\u8e0f\u3081\u3070\u5b9f\u88c5\u304c\u53ef\u80fd\u3067\u3059\u3002\u4e88\u6e2c\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u306f\u3001\u524d\u63d0\u3068\u306a\u308b\u30c7\u30fc\u30bf\u306e\u6574\u5099\u3068\u3001\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u30fb\u6539\u5584\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u7406\u8ad6\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u8a66\u884c\u932f\u8aa4\u3059\u308b\u3053\u3068\u304c\u3001\u5b9f\u52d9\u3067\u306e\u6d3b\u7528\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/kantan.gmo\/?utm_source=owned&amp;utm_medium=banner\" target=\"_blank\" rel=\" noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"758\" src=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-1024x758.jpg\" alt=\"\" class=\"wp-image-27750\" srcset=\"https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-1024x758.jpg 1024w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-300x222.jpg 300w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-768x569.jpg 768w, https:\/\/www.koukoku.jp\/service\/suketto\/marketer\/wp-content\/uploads\/2025\/05\/kantan\u9001\u5ba2-1536x1138.jpg 1536w, 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