{"id":3268,"date":"2023-03-06T15:31:58","date_gmt":"2023-03-06T06:31:58","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=3268"},"modified":"2023-03-06T15:31:58","modified_gmt":"2023-03-06T06:31:58","slug":"multiple_regression","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/multiple_regression\/","title":{"rendered":"Python\u3067\u5b9f\u8df5\u3059\u308b\u91cd\u56de\u5e30\u5206\u6790\u5165\u9580\uff1aAI\u521d\u5fc3\u8005\u5411\u3051\u89e3\u8aac"},"content":{"rendered":"\n<p>\u91cd\u56de\u5e30\u5206\u6790\u306f\u3001\u8907\u6570\u306e\u8aac\u660e\u5909\u6570\u3092\u7528\u3044\u3066\u76ee\u7684\u5909\u6570\u3092\u4e88\u6e2c\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u91cd\u56de\u5e30\u5206\u6790\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068Python\u3092\u7528\u3044\u305f\u30e2\u30c7\u30eb\u5b9f\u88c5\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u3001\u521d\u5fc3\u8005\u3067\u3082\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u91cd\u56de\u5e30\u5206\u6790\u3068\u306f<\/h2>\n<p><img decoding=\"async\" width=\"1642\" height=\"814\" src=\"\/wp-content\/uploads\/2023\/03\/multi_reg_chart.jpg\" alt=\"\" class=\"wp-image-3269\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/multi_reg_chart.jpg 1642w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/multi_reg_chart-300x149.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/multi_reg_chart-1024x508.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/multi_reg_chart-768x381.jpg 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/multi_reg_chart-1536x761.jpg 1536w\" sizes=\"(max-width: 1642px) 100vw, 1642px\" \/><\/p>\n<p>\u91cd\u56de\u5e30\u5206\u6790\u306f\u3001\u5358\u56de\u5e30\u5206\u6790\u306e\u62e1\u5f35\u7248\u3068\u3057\u3066\u3001\u3088\u308a\u8907\u96d1\u306a\u95a2\u4fc2\u6027\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u91cd\u56de\u5e30\u5206\u6790\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5177\u4f53\u7684\u306a\u4f8b\u3067\u8aac\u660e\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u3042\u308b\u30b3\u30f3\u30d3\u30cb\u306e\u5098\u306e\u6765\u9031\u306e\u58f2\u308a\u4e0a\u3052\u3092\u4e88\u6e2c\u3057\u305f\u3044\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u6765\u9031\u306e\u58f2\u308a\u4e0a\u3052\u304c\u76ee\u7684\u5909\u6570\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u58f2\u308a\u4e0a\u3052\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3068\u601d\u308f\u308c\u308b\u8907\u6570\u306e\u8981\u56e0\u304c\u8aac\u660e\u5909\u6570\u306b\u306a\u308a\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u5929\u6c17\u3001\u66dc\u65e5\u3001\u30a4\u30d9\u30f3\u30c8\u306e\u6709\u7121\u3001\u5e83\u544a\u8cbb\u306a\u3069\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001\u5404\u8aac\u660e\u5909\u6570\u304c\u76ee\u7684\u5909\u6570\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u306e\u5927\u304d\u3055\u306f\u7570\u306a\u308a\u307e\u3059\u3002\u4eca\u56de\u306e\u5834\u5408\u3060\u3068\u3001\u30b3\u30f3\u30d3\u30cb\u306e\u5098\u306e\u58f2\u308a\u4e0a\u3052\u306f\u66dc\u65e5\u3084\u5e83\u544a\u8cbb\u306a\u3069\u306e\u5f71\u97ff\u306f\u5c11\u306a\u304f\u3001\u9006\u306b\u5929\u6c17\u306e\u5f71\u97ff\u3092\u5f37\u304f\u53d7\u3051\u308b\u3053\u3068\u304c\u60f3\u5b9a\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u5404\u8aac\u660e\u5909\u6570\u304c\u3069\u306e\u7a0b\u5ea6\u76ee\u7684\u5909\u6570\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u306e\u304b\u3092\u793a\u3059\u6307\u6a19\u304c\u56de\u5e30\u4fc2\u6570\u3068\u547c\u3070\u308c\u307e\u3059\u3002\u91cd\u56de\u5e30\u5206\u6790\u3067\u306f\u3053\u306e\u56de\u5e30\u4fc2\u6570\u3092\u6c42\u3081\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u63a8\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n<h2>\u30d7\u30ed\u30b0\u30e9\u30e0\u89e3\u8aac\u301c\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u301c<\/h2>\n<p><img decoding=\"async\" width=\"1543\" height=\"841\" src=\"\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.32.png\" alt=\"\" class=\"wp-image-3260\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.32.png 1543w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.32-300x164.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.32-1024x558.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.32-768x419.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.32-1536x837.png 1536w\" sizes=\"(max-width: 1543px) 100vw, 1543px\" \/><\/p>\n<p>\u4eca\u56de\u306f\u3053\u3061\u3089\u306eKaggle\u306eKickstarter Projects\u306e\u30c7\u30fc\u30bf\u3092\u4f8b\u306b\u5b9f\u8df5\u3057\u3066\u3044\u304d\u307e\u3059\u3002Kaggle\u306eKickstarter Projects\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30d5\u30a1\u30f3\u30c7\u30a3\u30f3\u30b0\u30b5\u30a4\u30c8\u300cKickstarter\u300d\u3067\u884c\u308f\u308c\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d\u3001\u30ab\u30c6\u30b4\u30ea\u30fc\u3001\u958b\u59cb\u65e5\u3001\u7d42\u4e86\u65e5\u3001\u76ee\u6a19\u91d1\u984d\u3001\u8cc7\u91d1\u8abf\u9054\u984d\u3001\u652f\u63f4\u8005\u306e\u6570\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u72b6\u6cc1\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/www.kaggle.com\/datasets\/kemical\/kickstarter-projects\">Kickstarter Projects<\/a><\/p>\n<p>\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u3092\u6e08\u307e\u305b\u305f\u30c7\u30fc\u30bf\u304c\u3053\u3061\u3089\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<h2>\u30d7\u30ed\u30b0\u30e9\u30e0\u89e3\u8aac \u301c\u30c7\u30fc\u30bf\u306e\u6a19\u6e96\u5316\u3068\u5206\u5272\u51e6\u7406\u301c<\/h2>\n<p><img decoding=\"async\" width=\"1464\" height=\"448\" src=\"\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.42.png\" alt=\"\" class=\"wp-image-3261\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.42.png 1464w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.42-300x92.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.42-1024x313.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-02-27-14.55.42-768x235.png 768w\" sizes=\"(max-width: 1464px) 100vw, 1464px\" \/><\/p>\n<p>\u307e\u305a\u3001\u4e0b\u8a18\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3001\u8aac\u660e\u5909\u6570\u306e\u6a19\u6e96\u5316\u3068\u30c7\u30fc\u30bf\u306e\u5206\u5272\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n<h2>\u30d7\u30ed\u30b0\u30e9\u30e0\u89e3\u8aac \u301c\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u301c<\/h2>\n<p><img decoding=\"async\" width=\"1527\" height=\"428\" src=\"\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.18.44.png\" alt=\"\" class=\"wp-image-3270\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.18.44.png 1527w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.18.44-300x84.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.18.44-1024x287.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.18.44-768x215.png 768w\" sizes=\"(max-width: 1527px) 100vw, 1527px\" \/><\/p>\n<p>\u6b21\u306b\u4e0b\u8a18\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u30e2\u30c7\u30eb\u306e\u521d\u671f\u5316\u3068\u5b66\u7fd2\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u308c\u3067\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u5b9f\u88c5\u306f\u5b8c\u6210\u3067\u3059\u3002<\/p>\n\n<h2>\u30d7\u30ed\u30b0\u30e9\u30e0\u89e3\u8aac \u301c\u69cb\u7bc9\u3057\u305f\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5024\u301c<\/h2>\n<p><img decoding=\"async\" width=\"1500\" height=\"677\" src=\"\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.39.08.png\" alt=\"\" class=\"wp-image-3271\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.39.08.png 1500w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.39.08-300x135.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.39.08-1024x462.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-02-15.39.08-768x347.png 768w\" sizes=\"(max-width: 1500px) 100vw, 1500px\" 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