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\u6700\u5f8c\u306b\u3001\u73fe\u5834\u3067\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u3092\u7c21\u6f54\u306b\u6319\u3052\u308b\u3002\u5206\u5272\u306f\u8a13\u7df4\u30fb\u691c\u8a3c\u30fb\u8a55\u4fa1\u3092\u53b3\u683c\u306b\u5206\u3051\u3001\u524d\u51e6\u7406\uff08\u6a19\u6e96\u5316\u306a\u3069\uff09\u306f\u8a13\u7df4\u3067\u5b66\u3073\u691c\u8a3c\u30fb\u8a55\u4fa1\u306b\u9069\u7528\u3059\u308b\uff08\u60c5\u5831\u6f0f\u3048\u3044\u306e\u9632\u6b62\uff09\u3002\u5b66\u7fd2\u66f2\u7dda\u3092\u5e38\u6642\u76e3\u8996\u3057\u3001\u691c\u8a3c\u640d\u5931\u306e\u60aa\u5316\u3067\u65e9\u671f\u7d42\u4e86\u3092\u691c\u8a0e\u3002\u6b63\u5247\u5316\uff08L2\/L1\uff09\u3068\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\u3092\u521d\u671f\u72b6\u614b\u304b\u3089\u6709\u52b9\u306b\u3057\u3001\u5f37\u3055\u306f\u30af\u30ed\u30b9\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u3067\u63a2\u7d22\u3002\u7279\u5fb4\u91cf\u306f\u5fc5\u8981\u5341\u5206\u306b\u4fdd\u3061\u3001\u5197\u9577\u306a\u3082\u306e\u306f\u524a\u308b\u3002\u30c7\u30fc\u30bf\u62e1\u5f35\u3084\u30ce\u30a4\u30ba\u4ed8\u52a0\u3067\u3001\u904b\u7528\u6642\u306e\u3070\u3089\u3064\u304d\u3092\u53d6\u308a\u8fbc\u3080\u3002\u6700\u7d42\u30e2\u30c7\u30eb\u306f\u72ec\u7acb\u30c6\u30b9\u30c8\u3067\u4e00\u5ea6\u3060\u3051\u8a55\u4fa1\u3057\u3001\u305d\u306e\u5f8c\u306f\u904b\u7528\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u5909\u5316\u3092\u30e2\u30cb\u30bf\u3057\u3066\u518d\u5b66\u7fd2\u8a08\u753b\u3092\u56de\u3059\u3002\u3053\u308c\u3089\u306e\u5b9f\u8df5\u306f\u3001\u6559\u79d1\u66f8\u7684\u306a\u6982\u5ff5\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u73fe\u5b9f\u306e\u904e\u5b66\u7fd2\u3092\u6291\u3048\u3001\u5b89\u5b9a\u3057\u305f\u6c4e\u5316\u6027\u80fd\u3078\u3064\u306a\u304c\u308b\u57fa\u672c\u4f5c\u6cd5\u3067\u3042\u308b\u3002[12][13][1]\n\n\n\n[1] https:\/\/datawokagaku.com\/holdout\/<\/p>\n\n\n\n[2] https:\/\/www.netattest.com\/generalization-performance-2024_mkt_tst<\/p>\n\n\n\n[3] https:\/\/book.st-hakky.com\/data-science\/what-is-generalization-performance-in-machine-learning<\/p>\n\n\n\n[4] https:\/\/fullvalue.co.jp\/media\/ai-34\/<\/p>\n\n\n\n[5] https:\/\/liskul.com\/over_fitting-167529<\/p>\n\n\n\n[6] https:\/\/www.tryeting.jp\/column\/6846\/<\/p>\n\n\n\n[7] https:\/\/henry-lee.hatenablog.com\/entry\/2025\/06\/02\/174543<\/p>\n\n\n\n[8] https:\/\/jitera.com\/ja\/insights\/41944<\/p>\n\n\n\n[9] https:\/\/atmarkit.itmedia.co.jp\/ait\/articles\/2009\/09\/news025.html<\/p>\n\n\n\n[10] https:\/\/dx-consultant-fast-evolving.com\/dropout_and_early_stopping\/<\/p>\n\n\n\n[11] https:\/\/note.com\/digisapo\/n\/n37793b944fd1<\/p>\n\n\n\n[12] https:\/\/aismiley.co.jp\/ai_news\/regularization\/<\/p>\n\n\n\n[13] https:\/\/ai.reinforz.co.jp\/916<\/p>\n\n\n\n[14] https:\/\/shion.blog\/the-9th-machine-learning-workshop_2\/<\/p>\n\n\n\n[15] https:\/\/note.com\/mindful_otaku\/n\/n99d73bc4798b<\/p>\n\n\n\n[16] https:\/\/data-viz-lab.com\/overfitting<\/p>\n\n\n\n[17] https:\/\/ai-compass.weeybrid.co.jp\/learning\/generalization-performance-handling-unknown-data\/<\/p>\n\n\n\n[18] https:\/\/ai999.careers\/navi\/4131\/<\/p>\n\n\n\n[19] https:\/\/qiita.com\/tetsuro731\/items\/c57f54bec202f5352420<\/p>\n\n\n\n[20] https:\/\/ai-kenkyujo.com\/artificial-intelligence\/algorithm\/kagakushu\/<\/p>\n\n\n\n
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