{"id":6570,"date":"2025-04-17T05:19:00","date_gmt":"2025-04-16T20:19:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6570"},"modified":"2025-04-17T05:19:00","modified_gmt":"2025-04-16T20:19:00","slug":"optuna-vs-code-llama-are-llms-a-new-paradigm-for-hyperparameter-tuning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6570","title":{"rendered":"Optuna vs Code Llama: Are LLMs a New Paradigm for Hyperparameter Tuning?\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Optuna vs Code Llama: Are LLMs a New Paradigm for Hyperparameter Tuning?&nbsp;<\/strong>[42.4]<br>\u672c\u7814\u7a76\u306f,Code Llama\u306e\u5fae\u8abf\u6574\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u7528\u3044\u3066,\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306b\u3088\u308b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u6700\u9069\u5316\u306e\u5b9f\u73fe\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002 \u63d0\u6848\u624b\u6cd5\u306f,\u6f14\u7b97\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u8457\u3057\u304f\u4f4e\u6e1b\u3057\u3064\u3064,\u30eb\u30fc\u30c8\u5e73\u5747\u89d2\u8aa4\u5dee(RMSE)\u306e\u70b9\u3067\u7af6\u5408\u7684\u3042\u308b\u3044\u306f\u512a\u308c\u305f\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u3002 \u7d50\u679c\u306f\u3001LLM\u304c\u52b9\u7387\u6027\u3092\u8d85\u3048\u3066\u3001\u76f8\u5f53\u306a\u6642\u9593\u7bc0\u7d04\u3068\u540c\u7b49\u306e\u5b89\u5b9a\u6027\u3092\u63d0\u4f9b\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u9032\u6b69\u306b\u304a\u3051\u308b\u4fa1\u5024\u3092\u5f37\u8abf\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2504.06006v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2504.06006v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Tue, 08 Apr 2025 13:15:47 GMT)<\/li>\n\n\n\n<li>\u300cOur evaluations reveal that fine-tuned Code Llama often meets or exceeds the accuracy achieved by Optuna, a well-established hyperparameter optimization framework.\u300d\u3092\u4e3b\u5f35\u3059\u308b\u8ad6\u6587<\/li>\n\n\n\n<li>\u8208\u5473\u6df1\u3044\u7d50\u679c\u3060\u304c\u3001\u306a\u3093\u3067\u6709\u52b9\u306a\u306e\u3060\u308d\u3046\u3068\u3044\u3046\u7591\u554f\u304c\u3042\u308b\u3088\u3046\u306a\u306a\u3044\u3088\u3046\u306a\u3002\u8151\u306b\u843d\u3061\u308b\u3088\u3046\u306a\u843d\u3061\u306a\u3044\u3088\u3046\u306a\u30fb\u30fb\u30fb<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[192,596],"class_list":["post-6570","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-hyper-parameter-tuning","tag-596"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6570","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=6570"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6570\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6570"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6570"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6570"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}