{"id":621,"date":"2021-09-08T04:00:00","date_gmt":"2021-09-07T19:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=621"},"modified":"2021-09-08T04:00:00","modified_gmt":"2021-09-07T19:00:00","slug":"lightautoml-%e8%bb%bd%e9%87%8f%e3%81%a7%e9%ab%98%e9%80%9f%e3%81%aaautoml%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%83%af%e3%83%bc%e3%82%af","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=621","title":{"rendered":"LightAutoML: \u8efd\u91cf\u3067\u9ad8\u901f\u306aAutoML\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>LightAutoML: AutoML Solution for a Large Financial Services Ecosystem\u00a0<\/strong>[108.1]<br>\u672c\u7a3f\u3067\u306f\u3001\u30e8\u30fc\u30ed\u30c3\u30d1\u5927\u624b\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u4f1a\u793e\u5411\u3051\u306b\u958b\u767a\u3055\u308c\u305fLightAutoML\u3068\u547c\u3070\u308c\u308bAutoML\u30b7\u30b9\u30c6\u30e0\u306b\u3064\u3044\u3066\u8ff0\u3079\u308b\u3002 \u5f53\u793e\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u591a\u6570\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u8a66\u9a13\u7684\u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u3001\u7d4c\u9a13\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30ec\u30d9\u30eb\u3067\u5b9f\u884c\u3055\u308c\u307e\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2109.01528v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2109.01528v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper\/translated\/2109.01528.pdf.html\">\u53c2\u8003\u8a33\uff08\u5168\u6587\uff09<\/a>\u00a0\u00a0(Fri, 3 Sep 2021 13:52:32 GMT)<ul><li>\u8efd\u91cf\u30fb\u9ad8\u901f\u306aAutoML\u306e\u7d39\u4ecb\u3002\u30c6\u30fc\u30d6\u30eb\u30c7\u30fc\u30bf\u3092\u5bfe\u8c61\u3068\u3057\u3066\u300cL2\u6b63\u5247\u5316\u306a\u7dda\u5f62\u30e2\u30c7\u30eb\u3001LightGBM\u3001Catboost\u300d\uff0b\u300cOptuna\u3092\u7528\u3044\u305fTPE\u300d\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3002\u4e0e\u3048\u308b\u60c5\u5831\u306f\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u30c6\u30fc\u30d6\u30eb\u30c7\u30fc\u30bf\u3001\u305d\u308c\u305e\u308c\u306e\u5217\u304cnumeric\u3001category\u3001datetime\u306e\u3069\u308c\u304b\uff1f\u3068\u3044\u3046\u60c5\u5831\u3068\u306e\u3053\u3068\u3002\u59a5\u5f53\u306a\u69cb\u6210\u3067\u59a5\u5f53\u306a\u7d50\u679c\u304c\u51fa\u308b\u3093\u3060\u308d\u3046\u3068\u601d\u3046\u3002\u30c6\u30fc\u30d6\u30eb\u9593\u7d50\u5408\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u304b\u306f\u826f\u304f\u5206\u304b\u3089\u306a\u3044\u3002<ul><li>\u8a2d\u8a08\u65b9\u91dd\u306f\u4ee5\u524d\u7d39\u4ecb\u3057\u305f\u300c<a href=\"https:\/\/github.com\/s-taka\/fuguml\">Fugu AutoML<\/a>\u300d\u3068\u540c\u3058\uff08\u3068\u3044\u3046\u304b\u30c6\u30fc\u30d6\u30eb\u30c7\u30fc\u30bf\u3092\u5bfe\u8c61\u3068\u3057\u305f\u591a\u304f\u306eAutoML\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u540c\u3058\u3088\u3046\u306a\u8a2d\u8a08\uff09\u3001\u672a\u516c\u958b\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u306fscikit-learn \/ statsmodels\u306b\u3088\u308b\u7dda\u5f62\u56de\u5e30\u304c\u5b9f\u88c5\u3055\u308c\u3066\u3044\u305f\u308a\u3059\u308b\u306e\u3067\u8a2d\u8a08\u601d\u60f3\u3082\u8fd1\u3057\u3044\u3002\uff08\u3068\u3044\u3063\u3066\u3082\u66f4\u65b0\u505c\u6b62\u72b6\u614b\u3060\u3051\u3069\u30fb\u30fb\u30fb\uff09<\/li><li>\u500b\u4eba\u7684\u306b\u306f\u30c6\u30fc\u30d6\u30eb\u9593\u7d50\u5408\u6a5f\u80fd\u306e\u6709\u7121\u3068Leakage\u767a\u751f\u56de\u907f\u306e\u5de5\u592b\u304c\u6c17\u306b\u306a\u308b\u3002<\/li><\/ul><\/li><\/ul><\/li><\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>LightAutoML: AutoML Solution for a Large Financial Services Ecosystem\u00a0[108.1]\u672c\u7a3f\u3067\u306f\u3001\u30e8\u30fc\u30ed\u30c3\u30d1\u5927\u624b\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u4f1a\u793e\u5411\u3051\u306b\u958b\u767a\u3055\u308c\u305fLight &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=621\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;LightAutoML: \u8efd\u91cf\u3067\u9ad8\u901f\u306aAutoML\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[40],"class_list":["post-621","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-automl"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/621","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=621"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/621\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=621"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=621"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=621"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}