{"id":120,"date":"2026-01-01T13:14:54","date_gmt":"2026-01-01T13:14:54","guid":{"rendered":"https:\/\/son7.co.kr\/?p=120"},"modified":"2026-05-11T13:44:09","modified_gmt":"2026-05-11T13:44:09","slug":"llm%ec%9d%80-%ec%9d%b8%ea%b0%84%ec%9d%98-%ec%96%b8%ec%96%b4%eb%a5%bc-%ec%96%b4%eb%96%bb%ea%b2%8c-%ec%9d%b4%ed%95%b4%ed%95%a0%ea%b9%8c","status":"publish","type":"post","link":"https:\/\/son7.co.kr\/?p=120","title":{"rendered":"LLM\uc740 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc5b4\ub5bb\uac8c \uc774\ud574\ud560\uae4c?"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">LLM\uc740 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc5b4\ub5bb\uac8c \uc774\ud574\ud560\uae4c?<\/h1>\n\n\n\n<p>\u2015 \uacb0\uad6d\uc740 \uc22b\uc790\ub85c \ubc14\uafd4\uc11c \ud559\uc2b5\ud55c\ub2e4<\/p>\n\n\n\n<p>LLM\uc774 \uc0ac\ub78c\ucc98\ub7fc \ub9d0\uc744 \uc774\ud574\ud558\ub294 \uac83\ucc98\ub7fc \ubcf4\uc774\uc9c0\ub9cc,<br>\ub0b4\ubd80\uc5d0\uc11c\ub294 \uc5ec\uc804\ud788 <strong>\uc22b\uc790(\uc815\uc218)<\/strong> \ub85c \ud559\uc2b5\uc774 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc989,<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ubb38\uc7a5\uc744 \uc774\ud574\ud558\ub294 \uac83\ucc98\ub7fc \ubcf4\uc774\uc9c0\ub9cc<br>\uc2e4\uc81c\ub85c\ub294 <strong>\uc22b\uc790\uc758 \ud328\ud134\uc744 \ud559\uc2b5<\/strong>\ud558\uace0 \uc788\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">1. \ubaa8\ub4e0 \uc2dc\uc791\uc740 \ud1a0\ud070\ud654(Tokenization)<\/h2>\n\n\n\n<p>\uac00\uc7a5 \uba3c\uc800 \ud558\ub294 \uc791\uc5c5\uc740 <strong>\ud1a0\ud070\ud654<\/strong>\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud1a0\ud070\ud654\ub780?<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud14d\uc2a4\ud2b8\ub97c <strong>\uc791\uc740 \ub2e8\uc704\ub85c \ub098\ub204\ub294 \uacfc\uc815<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\ubb38\uc7a5\uc744 \uadf8\ub300\ub85c \ud559\uc2b5\ud560 \uc218 \uc5c6\uae30 \ub54c\ubb38\uc5d0,<br>LLM\uc740 \uba3c\uc800 \ubb38\uc7a5\uc744 <strong>\ucabc\uac1c\ub294 \uc791\uc5c5<\/strong>\ubd80\ud130 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. \ud1a0\ud070\ud654 \ubc29\uc2dd\uc758 \uc885\ub958<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460 \ub2e8\uc5b4 \ub2e8\uc704 \ud1a0\ud070\ud654<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc608: <code>\uc624\ub298\uc740 \/ \uae30\ubd84\uc774 \/ \uc88b\ub2e4<\/code><\/li>\n\n\n\n<li>\uc7a5\uc810: \uc9c1\uad00\uc801<\/li>\n\n\n\n<li>\ub2e8\uc810:\n<ul class=\"wp-block-list\">\n<li>\uc0c8\ub85c\uc6b4 \ub2e8\uc5b4\uc5d0 \uc57d\ud568<\/li>\n\n\n\n<li>\ub2e8\uc5b4 \uc218\uac00 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u2461 \ubb38\uc790 \ub2e8\uc704 \ud1a0\ud070\ud654<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc608: <code>\uc624 \/ \ub298 \/ \uc740 \/ \uae30 \/ \ubd84 \/ \uc774<\/code><\/li>\n\n\n\n<li>\uc7a5\uc810: \uc0c8\ub85c\uc6b4 \ubb38\uc790\ub3c4 \ud559\uc2b5 \uac00\ub2a5<\/li>\n\n\n\n<li>\ub2e8\uc810:\n<ul class=\"wp-block-list\">\n<li>\ubb38\ub9e5 \uc774\ud574\uac00 \ub9e4\uc6b0 \uc5b4\ub824\uc6c0<\/li>\n\n\n\n<li>\ubb38\uc7a5\uc774 \uc9c0\ub098\uce58\uac8c \uae38\uc5b4\uc9d0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u2462 \ubd80\ubd84 \ub2e8\uc5b4(Subword) \ud1a0\ud070\ud654 \u2705<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub2e8\uc5b4\ub97c <strong>\uc758\ubbf8 \uc788\ub294 \uc870\uac01<\/strong>\uc73c\ub85c \ubd84\ud574<\/li>\n\n\n\n<li>\uc0c8\ub85c\uc6b4 \ub2e8\uc5b4\ub3c4 \uae30\uc874 \uc870\ud569\uc73c\ub85c \ucc98\ub9ac \uac00\ub2a5<\/li>\n\n\n\n<li>\ud604\uc7ac \ub300\ubd80\ubd84\uc758 LLM\uc774 \uc0ac\uc6a9\ud558\ub294 \ubc29\uc2dd<\/li>\n<\/ul>\n\n\n\n<p>\ud83d\udc49 \u2460, \u2461\uc758 \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\uae30 \uc704\ud574<br><strong>\u2462 \ubd80\ubd84 \ub2e8\uc5b4 \ud1a0\ud070\ud654<\/strong>\uac00 \ud45c\uc900\ucc98\ub7fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. \ud1a0\ud070\uc744 \uc22b\uc790\ub85c \ubc14\uafb8\ub294 \ub2e8\uacc4 (\uc815\uc218\ud654)<\/h2>\n\n\n\n<p>\ud1a0\ud070\ud654\uac00 \ub05d\ub0ac\ub2e4\uace0 \ubc14\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uac01 \ud1a0\ud070\uc740:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uace0\uc720\ud55c <strong>\uc815\uc218 ID<\/strong>\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc608\ub97c \ub4e4\uc5b4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\uc624\ub298<\/code> \u2192 10234<\/li>\n\n\n\n<li><code>\uae30\ubd84<\/code> \u2192 5872<\/li>\n\n\n\n<li><code>\uc88b\ub2e4<\/code> \u2192 912<\/li>\n<\/ul>\n\n\n\n<p>\ud83d\udc49 \uc774 \ub2e8\uacc4\uc5d0\uc11c <strong>\uc5b8\uc5b4\ub294 \uc644\uc804\ud788 \uc22b\uc790\ub85c \ubcc0\ud658<\/strong>\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \ud558\uc9c0\ub9cc \uc22b\uc790\ub9cc\uc73c\ub85c\ub294 \ubd80\uc871\ud558\ub2e4 \u2192 \uc784\ubca0\ub529<\/h2>\n\n\n\n<p>\ubb38\uc81c\ub294 \uc5ec\uae30\uc11c \ub05d\uc774 \uc544\ub2d9\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub2e8\uc21c\ud55c \uc815\uc218\ub294:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub2e8\uc5b4 \uac04\uc758 \uc758\ubbf8 \uad00\uacc4<\/li>\n\n\n\n<li>\uce5c\uc219\ub3c4<\/li>\n\n\n\n<li>\uc720\uc0ac\uc131<\/li>\n<\/ul>\n\n\n\n<p>\uc744 \uc804\ud600 \ud45c\ud604\ud558\uc9c0 \ubabb\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uadf8\ub798\uc11c \ub4f1\uc7a5\ud558\ub294 \uac83\uc774 <strong>\uc784\ubca0\ub529(Embedding)<\/strong> \uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \uc784\ubca0\ub529\uc774\ub780?<\/h2>\n\n\n\n<p>\uc784\ubca0\ub529\uc740:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud1a0\ud070(\ub2e8\uc5b4 \ub610\ub294 \ubd80\ubd84 \ub2e8\uc5b4)\uc744<br><strong>\uace0\uc815\ub41c \ud06c\uae30\uc758 \ubca1\ud130(vector)<\/strong> \ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n<\/blockquote>\n\n\n\n<p>\uc774 \ubca1\ud130\uc5d0\ub294:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub2e8\uc5b4\uc758 \uc758\ubbf8<\/li>\n\n\n\n<li>\ub2e4\ub978 \ub2e8\uc5b4\uc640\uc758 \uac70\ub9ac<\/li>\n\n\n\n<li>\uc0ac\uc6a9 \ub9e5\ub77d\uc758 \uc720\uc0ac\uc131<\/li>\n<\/ul>\n\n\n\n<p>\uc774 \uc22b\uc790\ub85c \ub2f4\uae41\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc989,<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc758\ubbf8\uac00 \ube44\uc2b7\ud55c \ub2e8\uc5b4\ub294 <strong>\ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \uac00\uae5d\uace0<\/strong><\/li>\n\n\n\n<li>\uc804\ud600 \ub2e4\ub978 \ub2e8\uc5b4\ub294 <strong>\uba40\ub9ac \uc704\uce58<\/strong>\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">6. \ub2e8\uc5b4 \uc21c\uc11c\ub97c \uc54c\ub824\uc8fc\ub294 \ud3ec\uc9c0\uc154\ub110 \uc778\ucf54\ub529<\/h2>\n\n\n\n<p>\uc784\ubca0\ub529\ub9cc\uc73c\ub85c\ub294 \ub610 \ud558\ub098\uc758 \ubb38\uc81c\uac00 \ub0a8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u201c\uc774 \ub2e8\uc5b4\uac00 \ubb38\uc7a5\uc5d0\uc11c <strong>\uba87 \ubc88\uc9f8 \uc704\uce58<\/strong>\uc5d0 \uc788\ub294\uc9c0\u201d<br>\ub97c \ubaa8\ub378\uc774 \uc54c \uc218 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n<\/blockquote>\n\n\n\n<p>\uadf8\ub798\uc11c \ud544\uc694\ud55c \uac83\uc774 <strong>\ud3ec\uc9c0\uc154\ub110 \uc778\ucf54\ub529(Positional Encoding)<\/strong> \uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac01 \ud1a0\ud070\uc5d0 <strong>\uc704\uce58 \uc815\ubcf4<\/strong>\ub97c \ucd94\uac00<\/li>\n\n\n\n<li>\ub2e8\uc5b4 \uc21c\uc11c\uc5d0 \ub530\ub978 \uc758\ubbf8 \ucc28\uc774\ub97c \uc778\uc2dd \uac00\ub2a5<\/li>\n<\/ul>\n\n\n\n<p>\uc608:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201c\uac1c\uac00 \uc0ac\ub78c\uc744 \ubb3c\uc5c8\ub2e4\u201d<\/li>\n\n\n\n<li>\u201c\uc0ac\ub78c\uc774 \uac1c\ub97c \ubb3c\uc5c8\ub2e4\u201d<\/li>\n<\/ul>\n\n\n\n<p>\ud83d\udc49 \ub2e8\uc5b4\ub294 \uac19\uc9c0\ub9cc,<br>\ud83d\udc49 \uc21c\uc11c\uac00 \ub2ec\ub77c \uc758\ubbf8\uac00 \uc644\uc804\ud788 \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">7. \uc804\uccb4 \ud750\ub984 \uc815\ub9ac<\/h2>\n\n\n\n<p>LLM\uc774 \ubb38\uc7a5\uc744 \ucc98\ub9ac\ud558\ub294 \uc21c\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>1\ufe0f\u20e3 <strong>\ud1a0\ud070\ud654<\/strong><br>\u2192 \ud14d\uc2a4\ud2b8\ub97c \uc791\uc740 \ub2e8\uc704\ub85c \ubd84\ud574<\/p>\n\n\n\n<p>2\ufe0f\u20e3 <strong>\uc815\uc218\ud654<\/strong><br>\u2192 \ud1a0\ud070\uc744 \uc22b\uc790\ub85c \ubcc0\ud658<\/p>\n\n\n\n<p>3\ufe0f\u20e3 <strong>\uc784\ubca0\ub529<\/strong><br>\u2192 \uc758\ubbf8\ub97c \ub2f4\uc740 \ubca1\ud130\ub85c \ubcc0\ud658<\/p>\n\n\n\n<p>4\ufe0f\u20e3 <strong>\ud3ec\uc9c0\uc154\ub110 \uc778\ucf54\ub529<\/strong><br>\u2192 \ubb38\uc7a5 \ub0b4 \uc704\uce58 \uc815\ubcf4 \ucd94\uac00<\/p>\n\n\n\n<p>\uc774 \uacfc\uc815\uc744 \uac70\uccd0\uc11c\uc57c<br>\ubaa8\ub378\uc740 \u201c\ubb38\ub9e5\u201d\uc744 \ub2e4\ub8f0 \uc900\ube44\uac00 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">8. \ubb38\ub9e5 \uc774\ud574\uc758 \ud575\uc2ec: \uc140\ud504 \uc5b4\ud150\uc158<\/h2>\n\n\n\n<p>\uadf8\ub807\ub2e4\uba74 \ubb38\ub9e5\uc740 \uc5b4\ub5bb\uac8c \uc774\ud574\ud560\uae4c\uc694?<\/p>\n\n\n\n<p>\uadf8 \ud575\uc2ec\uc774 \ubc14\ub85c<br>\ud83d\udc49 <strong>\ud2b8\ub79c\uc2a4\ud3ec\uba38\uc758 \uc140\ud504 \uc5b4\ud150\uc158(Self-Attention)<\/strong> \uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc140\ud504 \uc5b4\ud150\uc158\uc740:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubb38\uc7a5 \uc18d \ubaa8\ub4e0 \ub2e8\uc5b4\uac00<\/li>\n\n\n\n<li>\uc11c\ub85c\ub97c \ub3d9\uc2dc\uc5d0 \ucc38\uace0\ud558\uba74\uc11c<\/li>\n\n\n\n<li>\u201c\uc774 \ub2e8\uc5b4\uac00 \uc9c0\uae08 \uc911\uc694\ud55c\uac00?\u201d\ub97c \ud310\ub2e8<\/li>\n<\/ul>\n\n\n\n<p>\ub355\ubd84\uc5d0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uba40\ub9ac \ub5a8\uc5b4\uc9c4 \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\ub3c4 \ud30c\uc545<\/li>\n\n\n\n<li>\uae34 \ubb38\uc7a5\uc5d0\uc11c\ub3c4 \ubb38\ub9e5 \uc720\uc9c0 \uac00\ub2a5<\/li>\n<\/ul>\n\n\n\n<p>\ud83d\udc49 LLM\uc774 \ubb38\ub9e5\uc744 \uc798 \uc774\ud574\ud558\ub294 \uc774\uc720\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ub9c8\ubb34\ub9ac \uc815\ub9ac<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM\uc740 \uc5ec\uc804\ud788 <strong>\uc22b\uc790\ub85c \uc5b8\uc5b4\ub97c \ud559\uc2b5<\/strong><\/li>\n\n\n\n<li>\ud1a0\ud070\ud654 \u2192 \uc815\uc218\ud654 \u2192 \uc784\ubca0\ub529 \u2192 \ud3ec\uc9c0\uc154\ub110 \uc778\ucf54\ub529<\/li>\n\n\n\n<li>\ubb38\ub9e5 \uc774\ud574\uc758 \uacb0\uc815\uc801 \uc5ed\ud560\uc740 <strong>\uc140\ud504 \uc5b4\ud150\uc158<\/strong><\/li>\n\n\n\n<li>\u201c\uc774\ud574\ud558\ub294 \uac83\ucc98\ub7fc \ubcf4\uc774\ub294 \uc774\uc720\u201d\uac00 \uc5ec\uae30\uc5d0 \uc788\ub2e4<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>LLM\uc740 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc5b4\ub5bb\uac8c \uc774\ud574\ud560\uae4c? \u2015 \uacb0\uad6d\uc740 \uc22b\uc790\ub85c \ubc14\uafd4\uc11c \ud559\uc2b5\ud55c\ub2e4 LLM\uc774 \uc0ac\ub78c\ucc98\ub7fc \ub9d0\uc744 \uc774\ud574\ud558\ub294 \uac83\ucc98\ub7fc \ubcf4\uc774\uc9c0\ub9cc,\ub0b4\ubd80\uc5d0\uc11c\ub294 \uc5ec\uc804\ud788 \uc22b\uc790(\uc815\uc218) \ub85c \ud559\uc2b5\uc774 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc989, \ubb38\uc7a5\uc744 \uc774\ud574\ud558\ub294 \uac83\ucc98\ub7fc \ubcf4\uc774\uc9c0\ub9cc\uc2e4\uc81c\ub85c\ub294 \uc22b\uc790\uc758 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc788\ub294 \uac83\uc785\ub2c8\ub2e4. 1. \ubaa8\ub4e0 \uc2dc\uc791\uc740 \ud1a0\ud070\ud654(Tokenization) \uac00\uc7a5 \uba3c\uc800 \ud558\ub294 \uc791\uc5c5\uc740 \ud1a0\ud070\ud654\uc785\ub2c8\ub2e4. \ud1a0\ud070\ud654\ub780? \ud14d\uc2a4\ud2b8\ub97c \uc791\uc740 \ub2e8\uc704\ub85c \ub098\ub204\ub294 \uacfc\uc815 \ubb38\uc7a5\uc744 \uadf8\ub300\ub85c \ud559\uc2b5\ud560 \uc218 \uc5c6\uae30 \ub54c\ubb38\uc5d0,LLM\uc740 \uba3c\uc800 \ubb38\uc7a5\uc744 \ucabc\uac1c\ub294 &#8230; <a title=\"LLM\uc740 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc5b4\ub5bb\uac8c \uc774\ud574\ud560\uae4c?\" class=\"read-more\" href=\"https:\/\/son7.co.kr\/?p=120\" aria-label=\"LLM\uc740 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc5b4\ub5bb\uac8c \uc774\ud574\ud560\uae4c?\uc5d0 \ub300\ud574 \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694\">\ub354 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