{"id":9446,"date":"2024-07-16T10:16:55","date_gmt":"2024-07-16T01:16:55","guid":{"rendered":"https:\/\/www.auctionpro.co.kr\/?p=9446"},"modified":"2024-12-09T09:34:11","modified_gmt":"2024-12-09T00:34:11","slug":"llm%ea%b1%b0%eb%8c%80%ec%96%b8%ec%96%b4%eb%aa%a8%eb%8d%b8","status":"publish","type":"post","link":"https:\/\/www.auctionpro.co.kr\/?p=9446","title":{"rendered":"LLM(\uac70\ub300\uc5b8\uc5b4\ubaa8\ub378)"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">LLM(\uac70\ub300\uc5b8\uc5b4\ubaa8\ub378, Large Language Model)\uc740 \ub300\uaddc\ubaa8 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ud559\uc2b5\ub41c \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\ub85c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \ubc88\uc5ed, \uc694\uc57d, \uc9c8\uc758\uc751\ub2f5, \ubb38\ubc95 \uad50\uc815 \ub4f1 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uad00\ub828 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM(Large Language Model), \uc989 \uac70\ub300\uc5b8\uc5b4\ubaa8\ub378\uc740 \uc5ec\ub7ec \uc5f0\uad6c \uae30\uad00\uacfc \uae30\uc220 \ud68c\uc0ac\uc5d0\uc11c \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \uc608\ub85c\ub294 OpenAI\uc758 GPT \uc2dc\ub9ac\uc988, \uad6c\uae00\uc758 BERT \ubc0f T5, \ud398\uc774\uc2a4\ubd81(\ud604\uc7ac\ub294 \uba54\ud0c0 \ud50c\ub7ab\ud3fc)\uc758 RoBERTa\uc640 BART\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \ubaa8\ub378\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub3c4\ub85d \ud6c8\ub828\ub418\uc5c8\uc2b5\ub2c8\ub2e4. OpenAI\uc758 GPT \uc2dc\ub9ac\uc988\ub294 \ud2b9\ud788 \ub110\ub9ac \uc54c\ub824\uc838 \uc788\uc73c\uba70, \uc774 \uc911 \uac00\uc7a5 \ucd5c\uc2e0 \ubaa8\ub378\uc740 GPT-4\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uac70\ub300\uc5b8\uc5b4\ubaa8\ub378\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uacfc \uae30\ub2a5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ud559\uc2b5<\/strong>: LLM\uc740 \uc218\uc2ed\uc5b5 \uac1c\uc758 \ub2e8\uc5b4\ub97c \ud3ec\ud568\ud558\ub294 \ubc29\ub300\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \ubb38\ub9e5\uacfc \ud328\ud134\uc744 \uc774\ud574\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub525\ub7ec\ub2dd \uae30\uc220<\/strong>: \uc8fc\ub85c Transformer \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, \uc218\uc2ed\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc0ac\uc6a9\ud574 \ubcf5\uc7a1\ud55c \uc5b8\uc5b4 \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. GPT-3\uc640 GPT-4\uac00 \ub300\ud45c\uc801\uc778 \uc608\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc5b8\uc5b4 \uc0dd\uc131 \ub2a5\ub825<\/strong>: \uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uc5d0 \ub530\ub77c \uc77c\uad00\ub41c \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ucc3d\uc791, \ub300\ud654 \uc0dd\uc131, \uc2dc\ub098\ub9ac\uc624 \uc791\uc131 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\ud14d\uc2a4\ud2b8 \uc694\uc57d<\/strong>: \uae34 \ubb38\uc11c\ub97c \uc9e7\uac8c \uc694\uc57d.<\/li>\n\n\n\n<li><strong>\ubc88\uc5ed<\/strong>: \ud55c \uc5b8\uc5b4\uc5d0\uc11c \ub2e4\ub978 \uc5b8\uc5b4\ub85c\uc758 \ubc88\uc5ed.<\/li>\n\n\n\n<li><strong>\uc9c8\uc758\uc751\ub2f5<\/strong>: \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ub300\ud55c \uc815\ud655\ud55c \ub2f5\ubcc0 \uc81c\uacf5.<\/li>\n\n\n\n<li><strong>\ubb38\ubc95 \uad50\uc815<\/strong>: \ud14d\uc2a4\ud2b8\uc758 \ubb38\ubc95\uc801 \uc624\ub958 \uc218\uc815.<\/li>\n\n\n\n<li><strong>\ub300\ud654\ud615 AI<\/strong>: \uc0ac\uc6a9\uc790\uc640 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ub300\ud654\ub97c \uc8fc\uace0\ubc1b\ub294 \ucc57\ubd07 \uac1c\ubc1c.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc0ac\uc804 \ud559\uc2b5\uacfc \ubbf8\uc138 \uc870\uc815<\/strong>: \uc77c\ubc18\uc801\uc778 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud574 \uc0ac\uc804 \ud559\uc2b5\uc744 \ud558\uace0, \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ub9de\ucdb0 \ubbf8\uc138 \uc870\uc815(Fine-tuning)\uc744 \uac70\uccd0 \ud2b9\uc815 \ubd84\uc57c\ub098 \uc6a9\ub3c4\uc5d0 \ucd5c\uc801\ud654\ub41c \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\uac1c\ubc1c\ubc29\ubc95<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uac70\ub300\uc5b8\uc5b4\ubaa8\ub378(LLM)\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc740 \uc5ec\ub7ec \ub2e8\uacc4\ub85c \ub098\ub258\uba70, \uc8fc\ub85c \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc218\uc9d1, \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98 \uc124\uacc4, \ud559\uc2b5, \ud3c9\uac00 \ubc0f \ubc30\ud3ec\uc758 \uacfc\uc815\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc544\ub798\uc5d0 \uc8fc\uc694 \ub2e8\uacc4\ub97c \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1<\/strong>: \uc778\ud130\ub137, \ucc45, \ub17c\ubb38, \ub274\uc2a4 \uae30\uc0ac \ub4f1 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \ub300\uaddc\ubaa8 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \uc815\uc81c<\/strong>: \uc218\uc9d1\ub41c \ub370\uc774\ud130\uc5d0\uc11c \ub178\uc774\uc988\ub098 \ubd88\ud544\uc694\ud55c \ubd80\ubd84\uc744 \uc81c\uac70\ud558\uace0, \ud14d\uc2a4\ud2b8\ub97c \uc815\uc81c\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud1a0\ud070\ud654<\/strong>: \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubaa8\ub378\uc774 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ud615\ud0dc\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ubb38\uc7a5\uc744 \ub2e8\uc5b4 \ub610\ub294 \uc11c\ube0c\uc6cc\ub4dc \ub2e8\uc704\ub85c \ucabc\uac1c\ub294 \ud1a0\ud070\ud654 \uacfc\uc815\uc744 \uac70\uce69\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98 \uc124\uacc4<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ubaa8\ub378 \uc120\ud0dd<\/strong>: Transformer \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\ub294 \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, GPT(Generative Pre-trained Transformer) \uacc4\uc5f4 \ubaa8\ub378\uc774 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubaa8\ub378 \ud06c\uae30 \uacb0\uc815<\/strong>: \ubaa8\ub378\uc758 \ud06c\uae30(\ub808\uc774\uc5b4 \uc218, \ud788\ub4e0 \uc720\ub2db \uc218, \uc5b4\ud150\uc158 \ud5e4\ub4dc \uc218 \ub4f1)\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4. \ubaa8\ub378\uc774 \ud074\uc218\ub85d \ub354 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\uc9c0\ub9cc, \ub354 \ub9ce\uc740 \uacc4\uc0b0 \uc790\uc6d0\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \ud559\uc2b5(Training)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ucd08\uae30\ud654<\/strong>: \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \ub79c\ub364\uc73c\ub85c \ucd08\uae30\ud654\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc804 \ud559\uc2b5(Pre-training)<\/strong>: \ub300\uaddc\ubaa8 \ud14d\uc2a4\ud2b8 \ucf54\ud37c\uc2a4\ub97c \uc0ac\uc6a9\ud574 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc0ac\uc804 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ubaa8\ub378\uc774 \uc5b8\uc5b4\uc758 \uc77c\ubc18\uc801\uc778 \ud328\ud134\uacfc \uad6c\uc870\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubbf8\uc138 \uc870\uc815(Fine-tuning)<\/strong>: \ud2b9\uc815 \uc791\uc5c5(\uc608: \ubc88\uc5ed, \uc9c8\uc758\uc751\ub2f5)\uc5d0 \ub9de\ucdb0 \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ud2b9\uc815 \ub3c4\uba54\uc778\uc758 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucd94\uac00 \ud559\uc2b5\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \ubaa8\ub378 \ud3c9\uac00<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uac80\uc99d \ub370\uc774\ud130<\/strong>: \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uac80\uc99d \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130\uc5ec\uc57c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud3c9\uac00 \uc9c0\ud45c<\/strong>: \uc815\ud655\ub3c4, F1-score, BLEU score \ub4f1 \ub2e4\uc591\ud55c \ud3c9\uac00 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc624\ubc84\ud53c\ud305 \ubc29\uc9c0<\/strong>: \ubaa8\ub378\uc774 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \uacfc\uc801\ud569\ub418\uc9c0 \uc54a\ub3c4\ub85d \uc8fc\uc758\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uac80\uc99d \ub370\uc774\ud130\uc758 \uc131\ub2a5\uc744 \uc8fc\uae30\uc801\uc73c\ub85c \ud655\uc778\ud558\uace0, \ud544\uc694 \uc2dc \uc870\uae30 \uc885\ub8cc(Early Stopping)\ub97c \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. \ubc30\ud3ec \ubc0f \uc6b4\uc601<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ucd5c\uc801\ud654<\/strong>: \ubaa8\ub378\uc744 \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ubaa8\ub378 \uc555\ucd95, \ud000\ud0c0\uc774\uc81c\uc774\uc158, \uc9c0\uc5f0 \uc2dc\uac04 \ucd5c\uc801\ud654 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubc30\ud3ec<\/strong>: \ucd5c\uc801\ud654\ub41c \ubaa8\ub378\uc744 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4, API, \ubaa8\ubc14\uc77c \uc571 \ub4f1 \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc5d0 \ubc30\ud3ec\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc5c5\ub370\uc774\ud2b8<\/strong>: \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub85c \uc815\uae30\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. \uc724\ub9ac\uc801 \uace0\ub824\uc0ac\ud56d<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud3b8\ud5a5\uc131 \uac80\uc0ac<\/strong>: \ubaa8\ub378\uc774 \ud2b9\uc815 \ud3b8\ud5a5\uc131\uc744 \uac00\uc9c0\uc9c0 \uc54a\ub3c4\ub85d \ub370\uc774\ud130\ub97c \uac80\uc0ac\ud558\uace0, \ud544\uc694\uc2dc \uc7ac\ud559\uc2b5\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\ud638<\/strong>: \ub370\uc774\ud130 \uc218\uc9d1\uacfc \uc0ac\uc6a9 \uacfc\uc815\uc5d0\uc11c \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub97c \ucca0\uc800\ud788 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uc640 \uac19\uc740 \ub2e8\uacc4\ub97c \ud1b5\ud574 \uac70\ub300\uc5b8\uc5b4\ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uace0, \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Python<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc8fc\uc694 \uc0ac\uc6a9 \uc774\uc720<\/strong>: Python\uc740 \ud48d\ubd80\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ud504\ub808\uc784\uc6cc\ud06c, \uadf8\ub9ac\uace0 \uac15\ub825\ud55c \ucee4\ubba4\ub2c8\ud2f0 \uc9c0\uc6d0\uc73c\ub85c \uc778\ud574 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub300\ud45c\uc801\uc778 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ud504\ub808\uc784\uc6cc\ud06c<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>TensorFlow<\/strong>: Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508\uc18c\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>PyTorch<\/strong>: Facebook\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508\uc18c\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ud2b9\ud788 \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc5d0\uc11c \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub3d9\uc801 \uacc4\uc0b0 \uadf8\ub798\ud504\ub97c \uc9c0\uc6d0\ud558\uc5ec \uc720\uc5f0\uc131\uacfc \uc0ac\uc6a9\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>Transformers<\/strong>: Hugging Face\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, BERT, GPT \ub4f1 \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\uac1c\ubc1c \ub3c4\uad6c \ubc0f \ud658\uacbd<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Jupyter Notebook<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: \ub300\ud654\ud615 \ud504\ub85c\uadf8\ub798\ubc0d \ud658\uacbd\uc73c\ub85c, \ub370\uc774\ud130 \ubd84\uc11d, \ubaa8\ub378 \ud559\uc2b5, \uc2dc\uac01\ud654\ub97c \uc27d\uac8c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \ucf54\ub4dc \uc791\uc131\uacfc \uacb0\uacfc \ud655\uc778\uc774 \ub3d9\uc2dc\uc5d0 \uac00\ub2a5\ud558\uc5ec \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Google Colab<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: Google\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 Jupyter Notebook \ud658\uacbd\uc73c\ub85c, \ubb34\ub8cc GPU\ub97c \uc81c\uacf5\ud558\uc5ec \ub525\ub7ec\ub2dd \ubaa8\ub378 \ud559\uc2b5\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \uc190\uc27d\uac8c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc2e4\ud5d8\ud558\uace0 \ud559\uc2b5\ud560 \uc218 \uc788\uc73c\uba70, \ud611\uc5c5\uc5d0 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>VSCode (Visual Studio Code)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: Microsoft\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uc18c\uc2a4 \ucf54\ub4dc \ud3b8\uc9d1\uae30\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \ub2e4\uc591\ud55c \ud655\uc7a5 \uae30\ub2a5\uacfc \ub514\ubc84\uae45 \ub3c4\uad6c, \ud1b5\ud569 \ud130\ubbf8\ub110\uc744 \uc81c\uacf5\ud558\uc5ec \uac1c\ubc1c\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\uae30\ud0c0 \ub3c4\uad6c \ubc0f \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>NumPy<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: \uacfc\ud559 \uacc4\uc0b0\uc744 \uc704\ud55c \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ub300\uaddc\ubaa8 \ub2e4\ucc28\uc6d0 \ubc30\uc5f4\uacfc \ud589\ub82c \uc5f0\uc0b0\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ubc0f \ubaa8\ub378 \ud559\uc2b5\uc5d0 \ud544\uc218\uc801\uc778 \uc218\uce58 \uc5f0\uc0b0 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Pandas<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: \ub370\uc774\ud130 \uc870\uc791 \ubc0f \ubd84\uc11d\uc744 \uc704\ud55c \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \ub370\uc774\ud130 \ud504\ub808\uc784\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc27d\uac8c \uc870\uc791\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Matplotlib \/ Seaborn<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: \ub370\uc774\ud130 \uc2dc\uac01\ud654 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uadf8\ub798\ud504\uc640 \ucc28\ud2b8\ub97c \uadf8\ub9ac\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \ubc0f \ub370\uc774\ud130 \ubd84\uc11d \uacb0\uacfc\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Hugging Face Datasets<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: \ub2e4\uc591\ud55c NLP \ub370\uc774\ud130\uc14b\uc744 \uc27d\uac8c \ub85c\ub4dc\ud558\uace0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \ubaa8\ub378 \ud559\uc2b5\uc5d0 \ud544\uc694\ud55c \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \uac04\ud3b8\ud558\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>AWS (Amazon Web Services)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ucef4\ud4e8\ud305 \uc11c\ube44\uc2a4\ub85c, EC2, S3, SageMaker \ub4f1 \ub2e4\uc591\ud55c \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac\uc640 \ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud55c \uac15\ub825\ud55c \ucef4\ud4e8\ud305 \uc790\uc6d0\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Google Cloud Platform (GCP)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: Google\uc758 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub85c, AI Platform, Compute Engine \ub4f1\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \uc190\uc27d\uac8c \ub300\uaddc\ubaa8 \ubaa8\ub378 \ud559\uc2b5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Microsoft Azure<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>\uc124\uba85<\/strong>: Microsoft\uc758 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub85c, Azure Machine Learning, Virtual Machines \ub4f1\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uc6a9 \uc774\uc720<\/strong>: \ub2e4\uc591\ud55c AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\uc5ec \ubaa8\ub378 \ud559\uc2b5\uacfc \ubc30\ud3ec\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uc640 \uac19\uc740 \uc5b8\uc5b4\uc640 \ub3c4\uad6c\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec \uac70\ub300\uc5b8\uc5b4\ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uace0, \uc2e4\ud5d8\ud558\uba70, \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>LLM(\uac70\ub300\uc5b8\uc5b4\ubaa8\ub378, Large Language Model)\uc740 \ub300\uaddc\ubaa8 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ud559\uc2b5\ub41c \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\ub85c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \ubc88\uc5ed, \uc694\uc57d, \uc9c8\uc758\uc751\ub2f5, \ubb38\ubc95 <a class=\"mh-excerpt-more\" href=\"https:\/\/www.auctionpro.co.kr\/?p=9446\" title=\"LLM(\uac70\ub300\uc5b8\uc5b4\ubaa8\ub378)\">[&#8230;]<\/a><\/p>\n<\/div>","protected":false},"author":6,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[257],"tags":[],"class_list":["post-9446","post","type-post","status-publish","format-standard","hentry","category-ai-"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LLM(\uac70\ub300\uc5b8\uc5b4\ubaa8\ub378) - AuctionPro<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.auctionpro.co.kr\/?p=9446\" \/>\n<meta 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