{"id":1595,"date":"2026-01-09T19:34:57","date_gmt":"2026-01-09T19:34:57","guid":{"rendered":"https:\/\/wayhope.kro.kr\/?p=1595"},"modified":"2026-08-31T07:32:25","modified_gmt":"2026-08-31T07:32:25","slug":"llm-generative-ai","status":"publish","type":"post","link":"https:\/\/wayhope.kro.kr\/?p=1595","title":{"rendered":"LLM &amp; Generative AI \uae30\ucd08 \uc815\ub9ac"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\uc694\uc998 AI \uc11c\ube44\uc2a4\ub97c \ucc3e\uc544\ubcf4\uba74 LLM, \uc0dd\uc131\ud615 AI, Transformer, GPT \uac19\uc740 \ub2e8\uc5b4\uac00 \ud55c\uaebc\ubc88\uc5d0 \ub098\uc628\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ucc98\uc74c \uacf5\ubd80\ud560 \ub54c\ub294 \uac01\uac01 \ub2e4\ub978 \uae30\uc220\ucc98\ub7fc \ubcf4\uc774\ub294\ub370, \ud070 \ud750\ub984\uc73c\ub85c \ubcf4\uba74 \uc5b4\ub290 \uc815\ub3c4 \uc5f0\uacb0\ub418\uc5b4 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc55e\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \ud559\uc2b5 \uacfc\uc815\uc744 \uc815\ub9ac\ud588\ub2e4\uba74, LLM\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574\uc11c\ub294 \uadf8 \uc704\uc5d0 \uc5b4\ub5a4 \uad6c\uc870\uac00 \uc62c\ub77c\uac00\ub294\uc9c0\ub97c \ubcf4\uba74 \ub41c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub300\ub7b5\uc801\uc778 \ud750\ub984\uc740 \uc774\ub807\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"902\" height=\"87\" src=\"https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-11.png\" alt=\"\" class=\"wp-image-1760\" srcset=\"https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-11.png 902w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-11-300x29.png 300w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-11-768x74.png 768w\" sizes=\"auto, (max-width: 902px) 100vw, 902px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ubb3c\ub860 \uc774\uac78 \uc5c4\ubc00\ud55c \uacc4\uce35 \uad6c\uc870\ub77c\uace0 \ubcf4\uae30\ub294 \uc5b4\ub835\ub2e4. \uc0dd\uc131\ud615 AI\uac00 LLM\ub9cc\uc744 \uc758\ubbf8\ud558\ub294 \uac83\ub3c4 \uc544\ub2c8\uace0, Transformer\uac00 LLM\uc5d0\uc11c\ub9cc \uc0ac\uc6a9\ub418\ub294 \uac83\ub3c4 \uc544\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub798\ub3c4 \uc804\uccb4\uc801\uc778 \ub9e5\ub77d\uc744 \uc7a1\ub294 \ub370\ub294 \uc774 \uc815\ub3c4 \uad6c\uc870\uac00 \ud3b8\ud558\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\uc5b8\uc5b4 \ubaa8\ub378\uc740 \ubb34\uc5c7\uc744 \ud558\ub294\uac00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5b8\uc5b4 \ubaa8\ub378(Language Model)\uc740 \uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uc744 \ubcf4\uace0 \ub2e4\uc74c\uc5d0 \uc62c \uac00\ub2a5\uc131\uc774 \ub192\uc740 \ud1a0\ud070\uc744 \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc774\ub77c\uace0 \uc0dd\uac01\ud558\uba74 \uc774\ud574\ud558\uae30 \uc27d\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4,<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uc624\ub298 \uc810\uc2ec\uc5d0\ub294\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub77c\ub294 \ubb38\uc7a5\uc774 \uc8fc\uc5b4\uc84c\ub2e4\uba74 \ubaa8\ub378\uc740 \ub4a4\uc5d0 \uc62c \uac00\ub2a5\uc131\uc774 \ub192\uc740 \ud1a0\ud070\uc744 \uacc4\uc0b0\ud55c\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uc624\ub298 \uc810\uc2ec\uc5d0\ub294 -&gt; \ubc25\n\uc624\ub298 \uc810\uc2ec\uc5d0\ub294 -&gt; \ud584\ubc84\uac70\n\uc624\ub298 \uc810\uc2ec\uc5d0\ub294 -&gt; \ub77c\uba74\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uac01 \ud6c4\ubcf4\uc5d0 \ub300\ud55c \ud655\ub960\uc744 \uacc4\uc0b0\ud558\uace0 \uadf8\uc911 \ud558\ub098\ub97c \uc120\ud0dd\ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc911\uc694\ud55c \uac74 LLM\uc774 \ubb38\uc7a5\uc744 \ud1b5\uc9f8\ub85c \ub9cc\ub4e4\uc5b4\uc11c \ud55c \ubc88\uc5d0 \ucd9c\ub825\ud558\ub294 \ubc29\uc2dd\uc774 \uc544\ub2c8\ub77c\ub294 \uc810\uc774\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uae30\ubcf8\uc801\uc73c\ub85c\ub294 \ub2e4\uc74c \ud1a0\ud070\uc744 \uc608\uce21\ud558\ub294 \uacfc\uc815\uc744 \ubc18\ubcf5\ud55c\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uc785\ub825 \ubb38\ub9e5-> \ub2e4\uc74c Token \uc608\uce21-> Token \ucd94\uac00-> \ub2e4\uc2dc \uc608\uce21-> Token \ucd94\uac00-> \ubc18\ubcf5\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub798\uc11c \uae34 \ubb38\uc7a5\ub3c4 \uacb0\uad6d \uc791\uc740 \ub2e8\uc704\uc758 \uc608\uce21\uc744 \ubc18\ubcf5\ud574\uc11c \ub9cc\ub4e4\uc5b4\uc9c4\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud14d\uc2a4\ud2b8\ub97c \uadf8\ub300\ub85c \uc774\ud574\ud558\ub294 \uac83\uc740 \uc544\ub2c8\ub2e4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ucef4\ud4e8\ud130\uac00 \ubb38\uc790\uc5f4\uc744 \uadf8\ub300\ub85c \uc2e0\uacbd\ub9dd\uc5d0 \ub123\uc744 \uc218\ub294 \uc5c6\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub798\uc11c \uba3c\uc800 \ud14d\uc2a4\ud2b8\ub97c <strong>Token<\/strong>\uc774\ub77c\ub294 \ub2e8\uc704\ub85c \ub098\ub208\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4 \ud558\ub098\uc758 \ubb38\uc7a5\uc774 \uc788\ub2e4\uba74,<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\"\ub098\ub294 \uac8c\uc784\uc744 \uac1c\ubc1c\ud55c\ub2e4.\"\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uac83\uc774 \ubaa8\ub378 \ub0b4\ubd80\uc5d0\uc11c\ub294 \uc5ec\ub7ec \ud1a0\ud070\uc73c\ub85c \ubd84\ub9ac\ub420 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\"\ub098\ub294\" \"\uac8c\uc784\" \"\uc744\" \"\uac1c\ubc1c\" \"\ud55c\ub2e4\" \".\"\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc2e4\uc81c Tokenization \ubc29\uc2dd\uc740 \ubaa8\ub378\uacfc tokenizer\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c4\ub2e4. \ub2e8\uc5b4 \ub2e8\uc704\ub77c\uace0 \uc0dd\uac01\ud558\uba74 \uc815\ud655\ud558\uc9c0 \uc54a\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc601\uc5b4\uc5d0\uc11c\ub294 \ub2e8\uc5b4 \uc804\uccb4\uac00 \ud558\ub098\uc758 \ud1a0\ud070\uc774 \ub420 \uc218\ub3c4 \uc788\uace0 \ub2e8\uc5b4\uc758 \uc77c\ubd80\uac00 \uc5ec\ub7ec \ud1a0\ud070\uc73c\ub85c \ub098\ub260 \uc218\ub3c4 \uc788\ub2e4. \ud55c\uad6d\uc5b4\ub3c4 \ub9c8\ucc2c\uac00\uc9c0\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uacb0\uad6d \ubaa8\ub378\uc774 \uc9c1\uc811 \ub2e4\ub8e8\ub294 \uac83\uc740 \uc6b0\ub9ac\uac00 \ubcf4\ub294 \ubb38\uc7a5\uc774 \uc544\ub2c8\ub77c <strong>\ud1a0\ud070\ub4e4\uc758 \uc2dc\ud000\uc2a4<\/strong>\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ud14d\uc2a4\ud2b8-> Tokenization-> Token IDs\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Token\uc740 \uc22b\uc790\ub85c \ubc14\ub010\ub2e4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ud1a0\ud070\uc744 \uc5bb\uc5c8\ub2e4\uace0 \ud574\uc11c \ubc14\ub85c \uc2e0\uacbd\ub9dd\uc5d0 \ub123\uc744 \uc218 \uc788\ub294 \uac83\ub3c4 \uc544\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uac01 \ud1a0\ud070\uc740 \uc22b\uc790\ub85c \ud45c\ud604\ub41c\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Token-> Token ID-> Embedding-> \ubca1\ud130\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4 \uc5b4\ub5a4 \ud1a0\ud070\uc774 \ud2b9\uc815\ud55c ID\ub97c \uac00\uc9c0\uace0 \uc788\ub2e4\uace0 \ud574\ubcf4\uc790.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\"\uac8c\uc784\" -&gt; 18273\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uc22b\uc790 \uc790\uccb4\uc5d0 \uc758\ubbf8\uac00 \uc788\ub294 \uac83\uc740 \uc544\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubaa8\ub378\uc740 Token ID\ub97c \uc774\uc6a9\ud574 \ud574\ub2f9 \ud1a0\ud070\uc744 \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \ubcc0\ud658\ud55c\ub2e4. \uc774\uac83\uc774 <strong>Embedding<\/strong>\uc774\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uac8c\uc784-> Token ID-> &#91;0.12, -0.43, 0.87, ...]\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Embedding\uc740 \ub2e8\uc21c\ud55c \ubc88\ud638\ud45c\uac00 \uc544\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud559\uc2b5\uc744 \uac70\uce58\uba74\uc11c \ubaa8\ub378\uc774 \ud1a0\ud070\uc758 \ub2e4\uc591\ud55c \uad00\uacc4\ub97c \ud45c\ud604\ud560 \uc218 \uc788\ub294 \ubca1\ud130 \uacf5\uac04\uc744 \ud615\uc131\ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub798\uc11c \ube44\uc2b7\ud55c \ub9e5\ub77d\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \ub2e8\uc5b4\ub098 \uac1c\ub150\uc774 \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \ud2b9\uc815\ud55c \uad00\uacc4\ub97c \uac16\uac8c \ub420 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Transformer\uac00 \ub4f1\uc7a5\ud55c\ub2e4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uc744 \uc774\uc57c\uae30\ud560 \ub54c \ube60\uc9c0\uc9c0 \uc54a\ub294 \uac83\uc774 <strong>Transformer<\/strong>\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\ub294 2017\ub144\uc5d0 \ubc1c\ud45c\ub41c &#8220;Attention Is All You Need&#8221; \ub17c\ubb38\uc5d0\uc11c \uc81c\uc548\ub41c \uc2e0\uacbd\ub9dd \uad6c\uc870\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uae30\uc874\uc758 \uc21c\ucc28\uc801\uc778 \uc5b8\uc5b4 \ucc98\ub9ac \ubc29\uc2dd\uacfc \ub2ec\ub9ac Transformer\ub294 <strong>Attention<\/strong>\uc744 \uc911\uc2ec\uc73c\ub85c \uc785\ub825 \ud1a0\ud070 \uc0ac\uc774\uc758 \uad00\uacc4\ub97c \uacc4\uc0b0\ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubb38\uc7a5\uc744 \ucc98\ub9ac\ud560 \ub54c \ub2e8\uc21c\ud788 \ubc14\ub85c \uc55e\uc758 \ub2e8\uc5b4\ub9cc \ubcf4\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \ubb38\uc7a5 \uc548\uc758 \ub2e4\ub978 \ud1a0\ud070\ub4e4\uacfc \uc5b4\ub5a4 \uad00\uacc4\uac00 \uc788\ub294\uc9c0\ub97c \ud568\uaed8 \uacc4\uc0b0\ud560 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4,<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ucca0\uc218\ub294 \uac8c\uc784\uc744 \ub9cc\ub4e4\uc5c8\ub2e4. \uadf8\ub294 \ubc24\uc0c8 \ucf54\ub4dc\ub97c \uc791\uc131\ud588\ub2e4.\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ub450 \ubc88\uc9f8 \ubb38\uc7a5\uc758 &#8220;\uadf8\ub294&#8221;\uc774 \ub204\uad6c\ub97c \uac00\ub9ac\ud0a4\ub294\uc9c0 \uc774\ud574\ud558\ub824\uba74 \uc55e\uc758 &#8220;\ucca0\uc218&#8221;\uc640\uc758 \uad00\uacc4\ub97c \ubd10\uc57c \ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Attention\uc740 \uc774\ub7f0 \uc2dd\uc73c\ub85c \ubb38\ub9e5 \uc548\uc758 \ud1a0\ud070\ub4e4\uc774 \uc11c\ub85c \uc5b4\ub5a4 \uad00\uacc4\ub97c \uac16\ub294\uc9c0 \uacc4\uc0b0\ud558\ub294 \ub370 \uc0ac\uc6a9\ub41c\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Attention\uc740 \ubb34\uc5c7\uc744 \ud558\ub294\uac00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Attention\uc744 \uc544\uc8fc \ub2e8\uc21c\ud654\ud558\uba74 <strong>\ud604\uc7ac \ud1a0\ud070\uc744 \ucc98\ub9ac\ud560 \ub54c \ub2e4\ub978 \ud1a0\ud070\uc744 \uc5bc\ub9c8\ub098 \ucc38\uace0\ud560\uc9c0 \uacc4\uc0b0\ud558\ub294 \uacfc\uc815<\/strong>\uc73c\ub85c \ubcfc \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4,<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ub098\ub294 \uc5b4\uc81c \uce5c\uad6c\uc640 \uac8c\uc784\uc744 \ub9cc\ub4e4\uc5c8\ub2e4.\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5d0\uc11c &#8220;\uac8c\uc784&#8221;\uc774\ub77c\ub294 \ud1a0\ud070\uc744 \ucc98\ub9ac\ud55c\ub2e4\uace0 \uc0dd\uac01\ud574\ubcf4\uc790.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubaa8\ub378\uc740 \uc8fc\ubcc0 \ud1a0\ud070\uacfc\uc758 \uad00\uacc4\ub97c \uacc4\uc0b0\ud558\uba74\uc11c \ud604\uc7ac \ud1a0\ud070\uc758 \ud45c\ud604\uc744 \ub9cc\ub4e0\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ub098\ub294\n\uc5b4\uc81c\n\uce5c\uad6c\uc640\n\uac8c\uc784\n\uc744\n\ub9cc\ub4e4\uc5c8\ub2e4\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uac01 \ud1a0\ud070\uc774 \uc11c\ub85c\uc5d0\uac8c \uc5b4\ub290 \uc815\ub3c4 \uc601\ud5a5\uc744 \uc904\uc9c0 \uacc4\uc0b0\ud558\ub294 \uac83\uc774\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\uc5d0\uc11c\ub294 \uc774\ub97c Self-Attention\uc774\ub77c\uace0 \ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uad6c\ud604 \uc218\uc900\uc5d0\uc11c\ub294 Query, Key, Value\ub77c\ub294 \uc138 \uac00\uc9c0 \ud45c\ud604\uc744 \uc0ac\uc6a9\ud574 Attention\uc744 \uacc4\uc0b0\ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub300\ud45c\uc801\uc778 \ud615\ud0dc\ub294 \ub2e4\uc74c\uacfc \uac19\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Attention(Q, K, V)\n= softmax(QK\u1d40 \/ \u221ad\u2096)V\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc218\uc2dd\uc744 \uc9c1\uc811 \uacc4\uc0b0\ud560 \uc77c\uc774 \ub9ce\uc9c0\ub294 \uc54a\ub354\ub77c\ub3c4, \uc774 \uc218\uc2dd\uc774 \uacb0\uad6d <strong>\ud1a0\ud070 \uc0ac\uc774\uc758 \uad00\ub828\uc131\uc744 \uacc4\uc0b0\ud558\uace0 \uadf8 \uacb0\uacfc\ub97c \uc774\uc6a9\ud574 \uc0c8\ub85c\uc6b4 \ud45c\ud604\uc744 \ub9cc\ub4dc\ub294 \uacfc\uc815<\/strong>\uc774\ub77c\ub294 \uc815\ub3c4\ub294 \uc54c\uace0 \ub118\uc5b4\uac00\ub294 \uac8c \uc88b\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Transformer\uac00 LLM\uc774 \ub418\ub294 \uacfc\uc815<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\ub77c\ub294 \uad6c\uc870\uac00 \uc788\ub2e4\uace0 \ud574\uc11c \ubc14\ub85c LLM\uc774 \ub418\ub294 \uac83\uc740 \uc544\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud070 \uaddc\ubaa8\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud574 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0, \ucda9\ubd84\ud55c \ud30c\ub77c\ubbf8\ud130\uc640 \uacc4\uc0b0 \uc790\uc6d0\uc744 \uc0ac\uc6a9\ud574 \uaddc\ubaa8\ub97c \ud0a4\uc6b0\uba74\uc11c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \ub9cc\ub4e4\uc5b4\uc9c4\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\uae30\uc11c LLM\uc740 <strong>Large Language Model<\/strong>\uc758 \uc57d\uc790\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc815\ud655\ud788 &#8220;\ud30c\ub77c\ubbf8\ud130\uac00 \uba87 \uac1c \uc774\uc0c1\uc774\uba74 LLM\uc774\ub2e4&#8221;\ucc98\ub7fc \uba85\ud655\ud55c \uae30\uc900\uc774 \uc788\ub294 \uac83\uc740 \uc544\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubcf4\ud1b5 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc640 \ub9ce\uc740 \ud30c\ub77c\ubbf8\ud130\ub97c \uc0ac\uc6a9\ud574 \uc5b8\uc5b4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ud070 \uaddc\ubaa8\uc758 \ubaa8\ub378\uc744 LLM\uc774\ub77c\uace0 \ubd80\ub978\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT \uacc4\uc5f4 \ubaa8\ub378\ub3c4 \uc774\ub7f0 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc5d0 \ud574\ub2f9\ud55c\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">LLM\uc740 \uc5b4\ub5bb\uac8c \ud559\uc2b5\ud558\ub294\uac00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uc758 \uae30\ubcf8\uc801\uc778 \ud559\uc2b5 \ubc29\uc2dd\uc740 \uc55e\uc5d0\uc11c \uc815\ub9ac\ud588\ub358 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud750\ub984\uacfc \ud06c\uac8c \ub2e4\ub974\uc9c0 \uc54a\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uac00 \uc788\uace0, \ubaa8\ub378\uc774 \ub2e4\uc74c \ud1a0\ud070\uc744 \uc608\uce21\ud55c\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uc785\ub825:\n\"\ub098\ub294 \uc624\ub298 \uac8c\uc784\uc744\"\n\n\uc815\ub2f5:\n\"\uac1c\ubc1c\"\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ubaa8\ub378\uc774 \uc608\uce21\ud55c \uacb0\uacfc\uc640 \uc2e4\uc81c \ub2e4\uc74c \ud1a0\ud070\uc744 \ube44\uad50\ud574\uc11c Loss\ub97c \uacc4\uc0b0\ud55c\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"113\" src=\"https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-12-1024x113.png\" alt=\"\" class=\"wp-image-1762\" srcset=\"https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-12-1024x113.png 1024w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-12-300x33.png 300w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-12-768x85.png 768w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-12.png 1193w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uacfc\uc815\uc744 \uc5c4\uccad\ub09c \uc591\uc758 \ud14d\uc2a4\ud2b8\uc5d0 \ub300\ud574 \ubc18\ubcf5\ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uacb0\uad6d LLM\ub3c4 \ud559\uc2b5 \uac00\ub2a5\ud55c \ud30c\ub77c\ubbf8\ud130\ub97c \uac00\uc9c4 \uc2e0\uacbd\ub9dd\uc774\uace0, \uc55e\uc5d0\uc11c \ubd24\ub358 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \ud06c\uac8c \ubc97\uc5b4\ub098\uc9c0 \uc54a\ub294\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ucc28\uc774\ub294 \uaddc\ubaa8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\uadf8\ub7f0\ub370 \uc5b4\ub5bb\uac8c \ubb38\uc7a5\uacfc \uc9c0\uc2dd\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc744\uae4c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\uae30\uc11c LLM\uc774 \uc7ac\ubbf8\uc788\ub294 \uc9c0\uc810\uc774 \ub098\uc628\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud559\uc2b5 \ubaa9\ud45c \uc790\uccb4\ub294 \uc0c1\ub2f9\ud788 \ub2e8\uc21c\ud558\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uc744 \ubcf4\uace0 \ub2e4\uc74c\uc5d0 \uc62c \ud1a0\ud070\uc744 \uc608\uce21\ud558\ub294 \uac83.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub7f0\ub370 \ubaa8\ub378\uc758 \ud06c\uae30\uc640 \ud559\uc2b5 \ub370\uc774\ud130\uac00 \ucda9\ubd84\ud788 \ucee4\uc9c0\uba74\uc11c \ub2e8\uc21c\ud55c \ub2e4\uc74c \ud1a0\ud070 \uc608\uce21\ub9cc\uc73c\ub85c\ub3c4 \ubb38\ubc95, \ubb38\ub9e5, \ud45c\ud604 \ubc29\uc2dd, \ucf54\ub4dc \uad6c\uc870, \uc5ec\ub7ec \uc9c0\uc2dd\uacfc \ud328\ud134 \ub4f1\uc744 \uc0c1\ub2f9\ud788 \ub9ce\uc774 \ud559\uc2b5\ud558\uac8c \ub41c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4 \ub2e4\uc74c\uacfc \uac19\uc740 \uc785\ub825\uc774 \uc788\ub2e4\uace0 \ud558\uc790.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>C#\uc5d0\uc11c List&lt;int&gt; numbers\uc5d0 \uc800\uc7a5\ub41c \uc694\uc18c\uc758 \uac1c\uc218\ub97c \ud655\uc778\ud558\ub824\uba74\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ubaa8\ub378\uc740 \uc9c0\uae08\uae4c\uc9c0 \ud559\uc2b5\ud55c C# \ucf54\ub4dc\uc640 \ubb38\uc7a5 \ud328\ud134\uc744 \ubc14\ud0d5\uc73c\ub85c \ub2e4\uc74c\uc5d0 \uc5b4\ub5a4 \ud1a0\ud070\uc774 \ub4f1\uc7a5\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc740\uc9c0 \uacc4\uc0b0\ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ubb38\ub9e5\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud6c4\ubcf4\ub4e4\uc774 \uc788\uc744 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Count\nLength\nCapacity\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ud558\uc9c0\ub9cc <code>List&lt;T&gt;<\/code>\uc758 \uc694\uc18c \uac1c\uc218\ub97c \ud655\uc778\ud558\ub294 C# \ucf54\ub4dc\uc5d0\uc11c <code>Count<\/code>\uac00 \ub4f1\uc7a5\ud560 \uac00\ub2a5\uc131\uc774 \uac00\uc7a5 \ub192\ub2e4\uace0 \ud310\ub2e8\ud560 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>C#\uc5d0\uc11c List&lt;int&gt; numbers\uc5d0 \uc800\uc7a5\ub41c \uc694\uc18c\uc758 \uac1c\uc218\ub97c \ud655\uc778\ud558\ub824\uba74 Count\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uc81c \ubaa8\ub378\uc740 \ubc29\uae08 \uc0dd\uc131\ud55c <code>Count<\/code>\uae4c\uc9c0 \ud3ec\ud568\ub41c \uc0c8\ub85c\uc6b4 \ubb38\ub9e5\uc744 \ub2e4\uc2dc \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud55c\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>C#\uc5d0\uc11c List&lt;int&gt; numbers\uc5d0 \uc800\uc7a5\ub41c \uc694\uc18c\uc758 \uac1c\uc218\ub97c \ud655\uc778\ud558\ub824\uba74 Count\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub9ac\uace0 \uc774\ubc88\uc5d0\ub294 \ub2e4\uc74c\uc5d0 <code>.<\/code>\uc774 \uc62c \uac00\ub2a5\uc131\uc774 \ub192\ub2e4\uace0 \ud310\ub2e8\ud560 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>C#\uc5d0\uc11c List&lt;int&gt; numbers\uc5d0 \uc800\uc7a5\ub41c \uc694\uc18c\uc758 \uac1c\uc218\ub97c \ud655\uc778\ud558\ub824\uba74 Count.\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc5d0\ub294 <code>;<\/code>\uc774 \ub098\uc62c \uc218\ub3c4 \uc788\uace0, <code>\ub97c<\/code>\uc774\ub098 <code>\uc744<\/code> \uac19\uc740 \uc790\uc5f0\uc5b4\uac00 \uc774\uc5b4\uc9c8 \uc218\ub3c4 \uc788\ub2e4. \ubb38\ub9e5\uc5d0 \ub530\ub77c \uac01\uac01\uc758 \uac00\ub2a5\uc131\uc774 \ub2ec\ub77c\uc9c4\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc880 \ub354 \uba85\ud655\ud55c \uc608\ub97c \ub4e4\uc5b4\ubcf4\uba74 \ub2e4\uc74c\uacfc \uac19\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ub300\ud55c\ubbfc\uad6d\uc758 \uc218\ub3c4\ub294\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ubb38\ub9e5\uc5d0\uc11c \ubaa8\ub378\uc740 \ub2e4\uc74c \ud1a0\ud070\uc744 \uc608\uce21\ud55c\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uc11c\uc6b8\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ubc18\uba74 \ubb38\ub9e5\uc774<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ud504\ub791\uc2a4\uc758 \uc218\ub3c4\ub294\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ub77c\uba74 \ub2e4\uc74c \ud1a0\ud070\uc73c\ub85c \ub192\uc740 \ud655\ub960\uc744 \uac00\uc9c0\ub294 \uac83\uc740<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ud30c\ub9ac\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uac00 \ub41c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubaa8\ub378\uc774 <code>\uc11c\uc6b8<\/code>\uc774\ub098 <code>\ud30c\ub9ac<\/code>\ub77c\ub294 \ub2e8\uc5b4\ub97c \ub2e8\uc21c\ud788 \uc0ac\uc804\uc5d0 \uc800\uc7a5\ud574\ub193\uace0 \uaebc\ub0b4\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, <strong>\uc55e\uc5d0 \uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uacfc \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \ud615\uc131\ub41c \ud30c\ub77c\ubbf8\ud130\ub97c \uc774\uc6a9\ud574 \ub2e4\uc74c\uc5d0 \uc5b4\ub5a4 \ud1a0\ud070\uc774 \ub098\uc62c \uac00\ub2a5\uc131\uc774 \ub192\uc740\uc9c0\ub97c \uacc4\uc0b0\ud558\ub294 \uac83<\/strong>\uc774\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub9ac\uace0 \uc0dd\uc131\ub41c \ud1a0\ud070\uc740 \ub2e4\uc2dc \ub2e4\uc74c \uc608\uce21\uc758 \uc785\ub825\uc5d0 \ud3ec\ud568\ub41c\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ub300\ud55c\ubbfc\uad6d\uc758 \uc218\ub3c4\ub294\n-&gt; \uc11c\uc6b8\n-&gt; \ub300\ud55c\ubbfc\uad6d\uc758 \uc218\ub3c4\ub294 \uc11c\uc6b8\n-&gt; \ub2e4\uc74c \ud1a0\ud070 \uc608\uce21\n-&gt; \ub300\ud55c\ubbfc\uad6d\uc758 \uc218\ub3c4\ub294 \uc11c\uc6b8\uc774\ub2e4\n-&gt; \ub2e4\uc74c \ud1a0\ud070 \uc608\uce21\n-&gt; ...\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uacfc\uc815\uc774 \uacc4\uc18d \ubc18\ubcf5\ub418\uba74\uc11c \ud558\ub098\uc758 \ubb38\uc7a5\uc774\ub098 \ucf54\ub4dc\uac00 \ub9cc\ub4e4\uc5b4\uc9c4\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub530\ub77c\uc11c \ubaa8\ub378\uc774 \ucc98\uc74c\ubd80\ud130 \uc644\uc131\ub41c \ub2f5\ubcc0\uc744 \ub9cc\ub4e4\uc5b4\ub193\uace0 \uaebc\ub0b4\ub294 \ubc29\uc2dd\uacfc\ub294 \ub2e4\ub974\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ub9e4 \uc21c\uac04 \ud604\uc7ac\uae4c\uc9c0\uc758 \ubb38\ub9e5\uc744 \uae30\uc900\uc73c\ub85c \ub2e4\uc74c \ud1a0\ud070\uc744 \uc608\uce21\ud558\uace0, \uc0dd\uc131\ub41c \uacb0\uacfc\ub97c \ub2e4\uc2dc \ubb38\ub9e5\uc5d0 \ucd94\uac00\ud55c \ub4a4 \ub2e4\uc74c \ud1a0\ud070\uc744 \uc608\uce21\ud558\ub294 \uacfc\uc815\uc744 \ubc18\ubcf5\ud55c\ub2e4.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uacb0\uad6d LLM\uc758 \uc0dd\uc131\uc740 \ub9e4\uc6b0 \ub2e8\uc21c\ud55c \ud615\ud0dc\ub85c \ubcf4\uba74 \ub2e4\uc74c\uacfc \uac19\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ubb38\ub9e5-> \ub2e4\uc74c \ud1a0\ud070 \uc608\uce21-> \ud1a0\ud070 \uc0dd\uc131-> \ubb38\ub9e5\uc5d0 \ucd94\uac00-> \ub2e4\uc74c \ud1a0\ud070 \uc608\uce21-> \ud1a0\ud070 \uc0dd\uc131-> \ubc18\ubcf5\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ub2e8\uc21c\ud55c \uacfc\uc815\uc744 \ub9e4\uc6b0 \ud070 \ubaa8\ub378\uacfc \ubc29\ub300\ud55c \ub370\uc774\ud130\uc5d0 \uc801\uc6a9\ud558\uba74\uc11c, \ubaa8\ub378\uc740 \ub2e8\uc21c\ud55c \ub2e8\uc5b4 \uc5f0\uacb0\uc744 \ub118\uc5b4 \ubb38\ubc95, \ubb38\ub9e5, \ucf54\ub4dc \uad6c\uc870, \uc9c0\uc2dd\uacfc \uac19\uc740 \ubcf5\uc7a1\ud55c \ud328\ud134\uae4c\uc9c0 \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ub41c\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Generative AI\ub294 LLM\uacfc \uac19\uc740 \uac83\uc778\uac00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\uae30\uc11c LLM\uacfc \uc0dd\uc131\ud615 AI\ub97c \uad6c\ubd84\ud560 \ud544\uc694\uac00 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Generative AI\ub294 \uc0c8\ub85c\uc6b4 \ucf58\ud150\uce20\ub97c \uc0dd\uc131\ud558\ub294 AI \uae30\uc220 \uc804\ubc18\uc744 \uac00\ub9ac\ud0a4\ub294 \ub354 \ub113\uc740 \uac1c\ub150<\/strong>\uc774\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud14d\uc2a4\ud2b8\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc774\ubbf8\uc9c0, \uc74c\uc131, \uc74c\uc545, \uc601\uc0c1, \ucf54\ub4dc \ub4f1\uc744 \uc0dd\uc131\ud558\ub294 \ubaa8\ub378\ub3c4 \ud3ec\ud568\ub41c\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Generative AI-> Text-> Image-> Audio-> Video-> Code\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uc740 \uadf8\uc911\uc5d0\uc11c\ub3c4 \uc8fc\ub85c \ud14d\uc2a4\ud2b8\uc640 \uc5b8\uc5b4\ub97c \ub2e4\ub8e8\ub294 \ub300\uaddc\ubaa8 \ubaa8\ub378\uc774\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub798\uc11c \uad00\uacc4\ub97c \ub2e8\uc21c\ud558\uac8c \ud45c\ud604\ud558\uba74,<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Generative AI-> \uc5ec\ub7ec \uc885\ub958\uc758 \uc0dd\uc131 \ubaa8\ub378-> \uadf8\uc911 \uc5b8\uc5b4 \uc0dd\uc131 \ubaa8\ub378-> LLM\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc815\ub3c4\ub85c \ubcfc \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\ub9cc \uc2e4\uc81c \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \ud14d\uc2a4\ud2b8 \ubaa8\ub378\uacfc \uc774\ubbf8\uc9c0 \ubaa8\ub378 \ub4f1\uc744 \ud558\ub098\uc758 \uc11c\ube44\uc2a4\uc5d0\uc11c \ud568\uaed8 \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0\ub3c4 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc774 \ub458\uc744 \uc644\uc804\ud788 \ubd84\ub9ac\ud574\uc11c \uc0dd\uac01\ud560 \ud544\uc694\ub294 \uc5c6\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">LLM\uc744 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0\uc11c\ub294 \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ud558\ub294\uac00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LLM \uc790\uccb4\ub97c \ud559\uc2b5\uc2dc\ud0a4\ub294 \uac83\uacfc LLM\uc744 \uc11c\ube44\uc2a4\uc5d0 \uc0ac\uc6a9\ud558\ub294 \uac83\uc740 \uc0c1\ub2f9\ud788 \ub2e4\ub978 \ubb38\uc81c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub300\ubd80\ubd84\uc758 \uac1c\ubc1c\uc790\uac00 \uc9c1\uc811 \uac70\ub300\ud55c LLM\uc744 \ucc98\uc74c\ubd80\ud130 \ud559\uc2b5\uc2dc\ud0a4\uc9c0\ub294 \uc54a\ub294\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ubbf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc5d0 \uc694\uccad\uc744 \ubcf4\ub0b4\uace0 \uadf8 \uacb0\uacfc\ub97c \uc11c\ube44\uc2a4\uc5d0 \ud65c\uc6a9\ud558\ub294 \uacbd\uc6b0\uac00 \ud6e8\uc52c \ub9ce\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uac00\uc7a5 \ub2e8\uc21c\ud55c \ud615\ud0dc\ub294 \ub2e4\uc74c\uacfc \uac19\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uc0ac\uc6a9\uc790 \uc785\ub825-> LLM-> \uc0dd\uc131 \uacb0\uacfc-> \uc0ac\uc6a9\uc790\uc5d0\uac8c \ubc18\ud658\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ud558\uc9c0\ub9cc \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0\uc11c\ub294 \uc774\uac83\ub9cc\uc73c\ub85c \ub05d\ub098\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc9c0 \uc54a\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4 \ud68c\uc0ac \ub0b4\ubd80 \ubb38\uc11c\ub97c \uae30\ubc18\uc73c\ub85c \ub2f5\ubcc0\ud558\ub294 \ucc57\ubd07\uc744 \ub9cc\ub4e0\ub2e4\uba74 LLM\uc5d0\uac8c \ubaa8\ub4e0 \ubb38\uc11c\ub97c \ud559\uc2b5\uc2dc\ud0ac \ud544\uc694\ub294 \uc5c6\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubb38\uc11c\ub97c \uac80\uc0c9\ud558\uace0 \ud544\uc694\ud55c \ub0b4\uc6a9\uc744 \uac00\uc838\uc628 \ub2e4\uc74c LLM\uc758 \uc785\ub825\uc5d0 \ub123\uc5b4\uc904 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uc0ac\uc6a9\uc790 \uc9c8\ubb38-> \uad00\ub828 \ubb38\uc11c \uac80\uc0c9-> \uac80\uc0c9 \uacb0\uacfc + \uc9c8\ubb38-> LLM-> \ub2f5\ubcc0\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7f0 \uad6c\uc870\uac00 <strong>RAG(Retrieval-Augmented Generation)<\/strong>\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM \uc790\uccb4\uc758 \ub2a5\ub825\uacfc \uc678\ubd80 \ub370\uc774\ud130\ub97c \uc5f0\uacb0\ud558\ub294 \ubc29\uc2dd\uc774\ub77c\uace0 \ubcf4\uba74 \ub41c\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Prompt\ub294 \uc65c \uc911\uc694\ud55c\uac00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uc740 \uc785\ub825\uc73c\ub85c \uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uc744 \uae30\ubc18\uc73c\ub85c \ub2e4\uc74c \ud1a0\ud070\uc744 \uc0dd\uc131\ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub798\uc11c \uc5b4\ub5a4 \ub0b4\uc6a9\uc744 \uc5b4\ub5bb\uac8c \uc785\ub825\ud558\ub290\ub0d0\uac00 \uacb0\uacfc\uc5d0 \uc601\ud5a5\uc744 \uc900\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4 \ub2e8\uc21c\ud788<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uba38\uc2e0\ub7ec\ub2dd \uc124\uba85\ud574\uc918\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ub77c\uace0 \uc785\ub825\ud558\ub294 \uac83\uacfc,<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uac8c\uc784 \uac1c\ubc1c\uc790\ub97c \ub300\uc0c1\uc73c\ub85c\n\uba38\uc2e0\ub7ec\ub2dd\uc758 \ud559\uc2b5 \uacfc\uc815\uc744 \uc124\uba85\ud574\ub77c.\n\uc218\uc2dd\uc740 \ucd5c\uc18c\ud654\ud558\uace0 \uc2e4\uc81c \uac1c\ubc1c \uacfc\uc815\uacfc \uc5f0\uacb0\ud574\uc11c \uc124\uba85\ud574\ub77c.\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ub77c\uace0 \uc785\ub825\ud558\ub294 \uac83\uc740 \ubaa8\ub378\uc774 \ucc38\uace0\ud560 \uc218 \uc788\ub294 \uc870\uac74 \uc790\uccb4\uac00 \ub2e4\ub974\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7f0 \uc785\ub825\uc744 <strong>Prompt<\/strong>\ub77c\uace0 \ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Prompt Engineering\uc740 \uacb0\uad6d LLM\uc758 \ub3d9\uc791 \ud2b9\uc131\uc744 \uace0\ub824\ud574\uc11c \uc6d0\ud558\ub294 \uacb0\uacfc\uac00 \ub098\uc624\ub3c4\ub85d \uc785\ub825\uacfc \uc9c0\uc2dc\ub97c \uad6c\uc131\ud558\ub294 \uc791\uc5c5\uc774\ub77c\uace0 \ubcfc \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\ub9cc Prompt\ub9cc \uc798 \uc791\uc131\ud55c\ub2e4\uace0 \ud574\uc11c \ubaa8\ub4e0 \ubb38\uc81c\uac00 \ud574\uacb0\ub418\ub294 \uac83\uc740 \uc544\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0\uc11c\ub294 \ubaa8\ub378 \uc120\ud0dd, \ub370\uc774\ud130 \uad6c\uc131, RAG, Fine-tuning, \ud3c9\uac00 \uc2dc\uc2a4\ud15c, \ucd9c\ub825 \uac80\uc99d \ub4f1 \uc5ec\ub7ec \uc694\uc18c\uac00 \ud568\uaed8 \uc911\uc694\ud558\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Fine-tuning\uc740 \ubb34\uc5c7\uc778\uac00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ubbf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud2b9\uc815 \ubaa9\uc801\uc5d0 \ub9de\uac8c \ucd94\uac00\ub85c \ud559\uc2b5\uc2dc\ud0a4\ub294 \ubc29\ubc95\ub3c4 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub97c <strong>Fine-tuning<\/strong>\uc774\ub77c\uace0 \ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4 \uc77c\ubc18\uc801\uc778 \uc5b8\uc5b4 \ub2a5\ub825\uc744 \uac00\uc9c4 \ubaa8\ub378\uc774 \uc788\ub2e4\uace0 \ud558\uc790.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\uae30\uc5d0 \ud2b9\uc815 \ud615\uc2dd\uc758 \ub370\uc774\ud130\ub97c \ucd94\uac00\ub85c \ud559\uc2b5\uc2dc\ud0a4\uba74 \ud2b9\uc815 \uc791\uc5c5\uc774\ub098 \uc2a4\ud0c0\uc77c\uc5d0 \ub354 \uc801\ud569\ud55c \ubaa8\ub378\ub85c \uc870\uc815\ud560 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uae30\uc874 LLM-> \ud2b9\uc815 \ub370\uc774\ud130\ub85c \ucd94\uac00 \ud559\uc2b5-> \ud2b9\uc815 \ubaa9\uc801\uc5d0 \ub9de\uac8c \uc870\uc815\ub41c \ubaa8\ub378\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\ub9cc \ud2b9\uc815 \uc815\ubcf4\ub97c \ubaa8\ub378\uc5d0\uac8c \ub123\uace0 \uc2f6\ub2e4\ub294 \uc774\uc720\ub9cc\uc73c\ub85c \ud56d\uc0c1 Fine-tuning\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc740 \uc544\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc9c0\uc2dd\uc774 \uc790\uc8fc \ubc14\ub00c\uac70\ub098 \uc678\ubd80 \ubb38\uc11c\ub97c \uae30\ubc18\uc73c\ub85c \ub2f5\ubcc0\ud574\uc57c \ud55c\ub2e4\uba74 RAG\uac00 \ub354 \uc801\ud569\ud560 \uc218\ub3c4 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubc18\ub300\ub85c \ud2b9\uc815\ud55c \ucd9c\ub825 \ud615\uc2dd\uc774\ub098 \ud589\ub3d9 \ud328\ud134\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\uc2dc\ud0a4\uace0 \uc2f6\ub2e4\uba74 Fine-tuning\uc774 \ub354 \uc801\ud569\ud560 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uacb0\uad6d \uc5b4\ub5a4 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub824\ub294\uc9c0\ubd80\ud130 \ubd10\uc57c \ud55c\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">LLM\uc758 \ud55c\uacc4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uc774 \ubb38\uc7a5\uc744 \uc790\uc5f0\uc2a4\ub7fd\uac8c \ub9cc\ub4e0\ub2e4\uace0 \ud574\uc11c \ud56d\uc0c1 \uc0ac\uc2e4\uc744 \ub9d0\ud558\ub294 \uac83\uc740 \uc544\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubaa8\ub378\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \ub2e4\uc74c \ud1a0\ud070\uc744 \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ub3d9\uc791\ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub530\ub77c\uc11c \uc2e4\uc81c \uc0ac\uc2e4 \uc5ec\ubd80\ub97c \ub370\uc774\ud130\ubca0\uc774\uc2a4\ucc98\ub7fc \uc870\ud68c\ud558\uace0 \uac80\uc99d\ud558\ub294 \uc2dc\uc2a4\ud15c\uacfc\ub294 \ub2e4\ub974\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub7f4\ub4ef\ud558\uc9c0\ub9cc \uc0ac\uc2e4\uc774 \uc544\ub2cc \ub0b4\uc6a9\uc744 \uc0dd\uc131\ud560 \uc218\ub3c4 \uc788\ub2e4. \ud754\ud788 <strong>Hallucination<\/strong>\uc774\ub77c\uace0 \ubd80\ub974\ub294 \ubb38\uc81c\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uc9c8\ubb38-> LLM\uc758 \uc0dd\uc131-> \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ub2f5\ubcc0\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\uae30\uc11c \uc790\uc5f0\uc2a4\ub7fd\ub2e4\ub294 \uac83\uacfc \uc815\ud655\ud558\ub2e4\ub294 \uac83\uc740 \ubcc4\uac1c\uc758 \ubb38\uc81c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub798\uc11c \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0\uc11c\ub294 \uc678\ubd80 \ub370\uc774\ud130 \uac80\uc0c9, \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130 \uc870\ud68c, \ucd9c\ub825 \uac80\uc99d, \ubaa8\ub378 \ud3c9\uac00 \uac19\uc740 \uc7a5\uce58\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud55c\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uc5d0\uac8c \ubaa8\ub4e0 \uac83\uc744 \ub9e1\uae30\ub294 \uac83\ubcf4\ub2e4 <strong>LLM\uc774 \uc798\ud558\ub294 \ubd80\ubd84\uacfc \uc678\ubd80 \uc2dc\uc2a4\ud15c\uc774 \uc798\ud558\ub294 \ubd80\ubd84\uc744 \ub098\ub204\ub294 \uac83<\/strong>\uc774 \uc2e4\uc6a9\uc801\uc778 \uc811\uadfc\uc774\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\uacb0\uad6d LLM\uc740 \ubb34\uc5c7\uc778\uac00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uc744 \uc9c0\ub098\uce58\uac8c \ubcf5\uc7a1\ud558\uac8c \uc0dd\uac01\ud560 \ud544\uc694\ub294 \uc5c6\ub2e4\uace0 \ubcf8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uae30\ubcf8 \uad6c\uc870\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc5d0\uc11c \ubd24\ub358 \uac83\uacfc \uc774\uc5b4\uc9c4\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"175\" src=\"https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-13-1024x175.png\" alt=\"\" class=\"wp-image-1763\" srcset=\"https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-13-1024x175.png 1024w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-13-300x51.png 300w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-13-768x131.png 768w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-13.png 1035w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uc5d0\uc11c\ub294 \uc774 \ubaa8\ub378\uc774 Transformer \uae30\ubc18\uc758 \ub300\uaddc\ubaa8 \uc2e0\uacbd\ub9dd\uc774\uace0, \uc785\ub825 \ub370\uc774\ud130\uac00 \uc8fc\ub85c \ud1a0\ud070\ud654\ub41c \ud14d\uc2a4\ud2b8\uc774\uba70, \ub300\ud45c\uc801\uc778 \ud559\uc2b5 \ubaa9\ud45c \uc911 \ud558\ub098\uac00 \ub2e4\uc74c \ud1a0\ud070 \uc608\uce21\uc778 \uac83\uc774\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0ac\uc6a9\ud560 \ub54c\ub294 \uc5ec\uae30\uc5d0 Prompt, RAG, Fine-tuning \uac19\uc740 \uae30\uc220\uc774 \ucd94\uac00\ub41c\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"200\" src=\"https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-14-1024x200.png\" alt=\"\" class=\"wp-image-1764\" srcset=\"https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-14-1024x200.png 1024w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-14-300x59.png 300w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-14-768x150.png 768w, https:\/\/wayhope.kro.kr\/wp-content\/uploads\/2026\/08\/image-14.png 1215w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0dd\uc131\ud615 AI\ub3c4 \uacb0\uad6d \uc774 \uc704\uc5d0\uc11c \uc774\ud574\ud560 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\uba74 LLM \uac19\uc740 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \ub420 \uc218 \uc788\uace0, \uc774\ubbf8\uc9c0\ub97c \uc0dd\uc131\ud558\uba74 \uc774\ubbf8\uc9c0 \uc0dd\uc131 \ubaa8\ub378\uc774 \ub420 \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc911\uc694\ud55c \uac74 \uac01\uac01\uc758 \uae30\uc220 \uc774\ub984\uc744 \ub530\ub85c \uc678\uc6b0\ub294 \uac83\ubcf4\ub2e4 <strong>\uc5b4\ub5a4 \ub370\uc774\ud130\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uace0, \uc5b4\ub5a4 \ubc29\uc2dd\uc73c\ub85c \ud45c\ud604\ud558\uace0, \ubb34\uc5c7\uc744 \uc608\uce21\ud558\uba70, \uc5b4\ub5bb\uac8c \ud559\uc2b5\ud558\uace0, \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0\uc11c\ub294 \uc5b4\ub5a4 \uc678\ubd80 \uc2dc\uc2a4\ud15c\uacfc \uc5f0\uacb0\ub418\ub294\uc9c0<\/strong>\ub97c \ubcf4\ub294 \uac83\uc774\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8 \uad00\uc810\uc73c\ub85c \ubcf4\uba74 LLM\ub3c4 \uac11\uc790\uae30 \ub4f1\uc7a5\ud55c \ubcc4\uac1c\uc758 \uae30\uc220\uc774\ub77c\uae30\ubcf4\ub2e4 \ub525\ub7ec\ub2dd\uc774 \ubc1c\uc804\ud558\uba74\uc11c \ub9cc\ub4e4\uc5b4\uc9c4 \ud558\ub098\uc758 \ud070 \uc751\uc6a9 \uc601\uc5ed\uc73c\ub85c \ubcfc \uc218 \uc788\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc694\uc998 AI \uc11c\ube44\uc2a4\ub97c \ucc3e\uc544\ubcf4\uba74 LLM, \uc0dd\uc131\ud615 AI, Transformer, GPT \uac19\uc740 \ub2e8\uc5b4\uac00 \ud55c\uaebc\ubc88\uc5d0 \ub098\uc628\ub2e4. \ucc98\uc74c \uacf5\ubd80\ud560 \ub54c\ub294 \uac01\uac01 \ub2e4\ub978 \uae30\uc220\ucc98\ub7fc \ubcf4\uc774\ub294\ub370, \ud070 \ud750\ub984\uc73c\ub85c \ubcf4\uba74 \uc5b4\ub290 \uc815\ub3c4 \uc5f0\uacb0\ub418\uc5b4 \uc788\ub2e4. \uc55e\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \ud559\uc2b5 \uacfc\uc815\uc744 \uc815\ub9ac\ud588\ub2e4\uba74, LLM\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574\uc11c\ub294 \uadf8 \uc704\uc5d0 \uc5b4\ub5a4 \uad6c\uc870\uac00 \uc62c\ub77c\uac00\ub294\uc9c0\ub97c \ubcf4\uba74 \ub41c\ub2e4. \ub300\ub7b5\uc801\uc778 \ud750\ub984\uc740 \uc774\ub807\ub2e4. \ubb3c\ub860 \uc774\uac78 \uc5c4\ubc00\ud55c \uacc4\uce35 \uad6c\uc870\ub77c\uace0 \ubcf4\uae30\ub294 \uc5b4\ub835\ub2e4. \uc0dd\uc131\ud615 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[47],"tags":[],"class_list":["post-1595","post","type-post","status-publish","format-standard","hentry","category-ai-engineering"],"_links":{"self":[{"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=\/wp\/v2\/posts\/1595","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1595"}],"version-history":[{"count":7,"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=\/wp\/v2\/posts\/1595\/revisions"}],"predecessor-version":[{"id":1876,"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=\/wp\/v2\/posts\/1595\/revisions\/1876"}],"wp:attachment":[{"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1595"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1595"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wayhope.kro.kr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1595"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}