{"id":3564,"date":"2024-04-29T12:17:30","date_gmt":"2024-04-29T19:17:30","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/what-are-foundation-models\/"},"modified":"2024-04-29T12:17:30","modified_gmt":"2024-04-29T19:17:30","slug":"what-are-foundation-models","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/what-are-foundation-models\/","title":{"rendered":"\ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694? (\uc885\ub958 \ubc0f \ud65c\uc6a9 \uc0ac\ub840 \ud3ec\ud568)"},"content":{"rendered":"<h2 class=\"wp-block-heading\"><span>\uae30\ucd08 \ubaa8\ub378\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uae30\ucd08 \ubaa8\ub378\uc740 \ubc29\ub300\ud55c \uc591\uc758 \uc77c\ubc18 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ub418\uc5b4 \uad11\ubc94\uc704\ud55c \uc791\uc5c5\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \uc778\uacf5\uc9c0\ub2a5(AI) \uc720\ud615\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc740 \uae30\ucd08 \ubaa8\ub378\ub4e4\uc740 <\/span><a href=\"https:\/\/platform.openai.com\/docs\/models\/overview\"><span>OpenAI\uc758<\/span><\/a><span> GPT(\uc0dd\uc131\ud615 \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38) \uc2dc\ub9ac\uc988 \ub610\ub294 <\/span><a href=\"https:\/\/blog.google\/products\/search\/search-language-understanding-bert\/\"><span>\uad6c\uae00\uc758 BERT<\/span><\/a><span> (Bidirectional Encoder Representations from Transformers)\uc740 \uc778\ud130\ub137\uc0c1\uc758 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \uc77c\ubc18\uc801\uc778 \uc5b8\uc5b4 \ud328\ud134\uacfc \uc9c0\uc2dd\uc744 \ud3ec\ucc29\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uc694\uc57d, \ubc88\uc5ed, \uc9c8\uc758\uc751\ub2f5 \ub4f1\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uae30 \uc704\ud574 \ub354 \uc791\uace0 \uc791\uc5c5\uc5d0 \ud2b9\ud654\ub41c \ub370\uc774\ud130\uc14b\uc73c\ub85c \ubbf8\uc138 \uc870\uc815\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubbf8\uc138 \uc870\uc815\uc744 \ud1b5\ud574 \uc0c8\ub85c\uc6b4 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc774 \ub354 \ube60\ub974\uace0 \uc800\ub834\ud574\uc9d1\ub2c8\ub2e4.\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378, \uadf8 \ub0b4\ubd80 \uc791\ub3d9 \ubc29\uc2dd, \ud559\uc2b5 \ubc29\ubc95\ub860, \uadf8\ub9ac\uace0 \uc2e4\uc81c \ud65c\uc6a9 \uc0ac\ub840\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 \uacc4\uc18d \uc77d\uc5b4\ubcf4\uc138\uc694.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>\ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub098\uc694?<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>GPT\uc774\ub098 BERT\uc640 \uac19\uc740 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uc544\ud0a4\ud14d\ucc98 \uae30\ubc18\uc758 \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \uad11\ubc94\uc704\ud55c \uc0ac\uc804 \ud559\uc2b5\uacfc \ud2b9\uc815 \ud0dc\uc2a4\ud06c\ub97c \uc704\ud55c \ubbf8\uc138 \uc870\uc815 \uacfc\uc815\uc744 \uac70\uccd0 \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc774 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\uc0ac\uc804 \ud6c8\ub828<\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\ub370\uc774\ud130 \uc218\uc9d1<\/b><span>\uae30\ubc18 \ubaa8\ub378\uc740 \ucc45, \uc6f9\uc0ac\uc774\ud2b8, \uae30\uc0ac \ubc0f \uae30\ud0c0 \ud14d\uc2a4\ud2b8 \ucd9c\ucc98\uc758 \ubc29\ub300\ud558\uace0 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc73c\ub85c \ud559\uc2b5\ub429\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc774 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ud328\ud134, \uc2a4\ud0c0\uc77c, \uc815\ubcf4\ub97c \ud559\uc2b5\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ud559\uc2b5 \ubaa9\ud45c<\/b><span>\uc0ac\uc804 \ud6c8\ub828 \ub3d9\uc548 \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ud14d\uc2a4\ud2b8\uc758 \ub2e4\ub978 \ubd80\ubd84\uc744 \ubc14\ud0d5\uc73c\ub85c \ud14d\uc2a4\ud2b8\uc758 \uc77c\ubd80\ub97c \uc608\uce21\ud558\ub3c4\ub85d \ud6c8\ub828\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, GPT\uc758 \uacbd\uc6b0, <\/span><a href=\"https:\/\/help.openai.com\/en\/articles\/7842364-how-chatgpt-and-our-language-models-are-developed#h_2df02d4917\"><span>\ubaa8\ub378\uc740 \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.<\/span><\/a><span> \uc774\uc804 \ub2e8\uc5b4\ub4e4\uc744 \ubc14\ud0d5\uc73c\ub85c \ubb38\uc7a5 \uc548\uc5d0\uc11c \uc608\uce21\ud558\ub294 \ubc29\uc2dd(\uc790\uae30\ud68c\uadc0 \ud559\uc2b5\uc73c\ub85c \uc54c\ub824\uc9c4 \uacfc\uc815)\uc785\ub2c8\ub2e4. \ubc18\uba74 BERT\ub294 \uc785\ub825\ub41c \ub2e8\uc5b4 \uc911 \uc77c\ubd80\uac00 \ubb34\uc791\uc704\ub85c \ub9c8\uc2a4\ud0b9\ub418\ub294 \ub9c8\uc2a4\ud06c\ub4dc \uc5b8\uc5b4 \ubaa8\ub378 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\uba70, \ubaa8\ub378\uc740 \ub2e4\ub978 \ub9c8\uc2a4\ud0b9\ub418\uc9c0 \uc54a\uc740 \ub2e8\uc5b4\ub4e4\uc774 \uc81c\uacf5\ud558\ub294 \ubb38\ub9e5\uc744 \ubc14\ud0d5\uc73c\ub85c \uc774 \ub9c8\uc2a4\ud0b9\ub41c \ub2e8\uc5b4\ub4e4\uc744 \uc608\uce21\ud558\ub294 \ubc95\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98<\/b><span>\uc774 \ubaa8\ub378\ub4e4\uc5d0 \uc0ac\uc6a9\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uc544\ud0a4\ud14d\ucc98\ub294 \uc790\uae30 \uc8fc\uc758(\uc140\ud504 \uc5b4\ud150\uc158) \uba54\ucee4\ub2c8\uc998\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \ubb38\uc7a5\uc774\ub098 \ubb38\uc11c \ub0b4\uc758 \ub2e4\uc591\ud55c \ub2e8\uc5b4\ub4e4\uc758 \uc704\uce58\uc5d0 \uc0c1\uad00\uc5c6\uc774 \uadf8 \uc911\uc694\uc131\uc744 \ube44\uad50 \ud615\ub7c9\ud560 \uc218 \uc788\uc73c\uba70, \ub2e8\uc5b4 \uac04\uc758 \ubb38\ub9e5\uacfc \uad00\uacc4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc774\ud574\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\ubbf8\uc138\uc870\uc815<\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\uc791\uc5c5\ubcc4 \ub370\uc774\ud130<\/b><span>\uc0ac\uc804 \ud559\uc2b5 \ud6c4, \ubaa8\ub378\uc740 \ub354 \uc791\uace0 \uc791\uc5c5\uc5d0 \ud2b9\ud654\ub41c \ub370\uc774\ud130\uc14b\uc73c\ub85c \ubbf8\uc138 \uc870\uc815\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac10\uc131 \ubd84\uc11d \uc791\uc5c5\uc758 \uacbd\uc6b0, \ubaa8\ub378\uc740 \uac10\uc131\uc774 \ub808\uc774\ube14\ub41c \ud14d\uc2a4\ud2b8 \uc0d8\ud50c \ub370\uc774\ud130\uc14b\uc73c\ub85c \ubbf8\uc138 \uc870\uc815\ub429\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ubaa8\ub378 \uc870\uc815<\/b><span>:<\/span> <span>\ud30c\uc778\ud29c\ub2dd(\ubbf8\uc138\uc870\uc815) \uacfc\uc815\uc5d0\uc11c\ub294 \ud2b9\uc815 \uc791\uc5c5\uc5d0\uc11c \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud558\ub3c4\ub85d \uc804\uccb4 \ubaa8\ub378 \ub610\ub294 \uc77c\ubd80\ub97c \ubbf8\uc138\ud558\uac8c \uc870\uc815\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ubaa8\ub378\uc744 \ucd94\uac00\ub85c \ud559\uc2b5\uc2dc\ud0a4\ub294 \uac83\uc744 \ud3ec\ud568\ud558\uba70, \uc774\uc81c\ub294 \uac10\uc131 \ubd84\ub958\ub098 \uc9c8\ubb38 \ub2f5\ubcc0\uacfc \uac19\uc740 \uc791\uc5c5\uc5d0 \ud2b9\ud654\ub41c \ubaa9\uc801\uc744 \uc5fc\ub450\uc5d0 \ub450\uace0 \uc9c4\ud589\ub429\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc804\uc804\ubb38\ud654<\/b><span>\uc774 \ub2e8\uacc4\ub294 \uc0ac\uc804 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \ud68d\ub4dd\ud55c \uc77c\ubc18\uc801\uc778 \ub2a5\ub825\uc744 \ud2b9\uc815 \ud0dc\uc2a4\ud06c\ub098 \ub3c4\uba54\uc778\uc758 \uc694\uad6c \uc0ac\ud56d\uacfc \ubbf8\uc138\ud55c \ud2b9\uc131\uc5d0 \ub9de\uac8c \uc870\uc815\ud558\uc5ec, \ub3d9\uc77c\ud55c \ud0dc\uc2a4\ud06c\uc5d0 \ub300\ud574 \ubaa8\ub378\uc744 \ucc98\uc74c\ubd80\ud130 \ud559\uc2b5\uc2dc\ud0a4\ub294 \uac83\uc5d0 \ube44\ud574 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\ubc30\ud3ec<\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\uc0ac\uc6a9\uc744 \uc704\ud55c \ubc30\ud3ec<\/b><span>\uc77c\ub2e8 \ubbf8\uc138\uc870\uc815\ub418\uba74, \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \uac00\uc0c1 \uc5b4\uc2dc\uc2a4\ud134\ud2b8\uc640 \ucc57\ubd07\ubd80\ud130 \uc790\ub3d9 \ubc88\uc5ed, \ucf58\ud150\uce20 \uc0dd\uc131 \ub4f1\uc744 \uc704\ud55c \ub3c4\uad6c\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ubc30\ud3ec\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uae30\ucd08 \ubaa8\ub378(foundation model)\uc744 \ub9c8\uc2a4\ud130 \uc170\ud504\uc5d0 \ube44\uc720\ud574 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc5b4\ub9c8\uc5b4\ub9c8\ud55c \uc591\uc758 \uc7ac\ub8cc(\ub370\uc774\ud130)\ub97c \uc9d1\uc5b4\uc0bc\ud0a4\uace0 \uadf8\uac83\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uc0c1\ud638\uc791\uc6a9\ud558\ub294\uc9c0(\uad00\uacc4)\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c, \uc774 \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \ub9db\uc788\ub294 \uc218\ud504\ub97c \ub053\uc774\ub294 \uac83(\ud14d\uc2a4\ud2b8 \uc791\uc131)\ubd80\ud130 \uc544\ub984\ub2e4\uc6b4 \ucf00\uc774\ud06c\ub97c \ub9cc\ub4dc\ub294 \uac83(\uc774\ubbf8\uc9c0 \uc0dd\uc131)\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc694\ub9ac(\uc791\uc5c5 \uc218\ud589)\ub97c \ub69d\ub531 \ub9cc\ub4e4\uc5b4\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>\uae30\ucd08 \ubaa8\ub378\uc758 \uc720\ud615\uacfc \uc608\uc2dc<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uae30\ucd08 \ubaa8\ub378\uc740 \uc544\ud0a4\ud14d\ucc98, \ud559\uc2b5 \ubaa9\uc801, \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \ub2e4\uc591\ud558\uba70, \uac01\uac01\uc740 \ud559\uc2b5\uc758 \ub2e4\uc591\ud55c \uce21\uba74\uacfc \ub370\uc774\ud130\uc640\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ud65c\uc6a9\ud558\ub3c4\ub85d \uc870\uc815\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \ub2e4\uc591\ud55c \uc720\ud615\uc758 \uae30\ucd08 \ubaa8\ub378\uc5d0 \ub300\ud55c \uc0c1\uc138\ud55c \ud0d0\uc0c9\uc785\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\uc790\uae30\ud68c\uadc0 \ubaa8\ub378<\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.investopedia.com\/terms\/a\/autoregressive.asp\"><span>\uc790\uae30\ud68c\uadc0 \ubaa8\ub378<\/span><\/a><span> GPT \uc2dc\ub9ac\uc988(GPT-2, GPT-3, GPT-4)\uc640 \uac19\uc740 <\/span><a href=\"https:\/\/arxiv.org\/abs\/1906.08237\"><span>\uc5d1\uc2a4\uc5d8\ub137<\/span><\/a><span> \ubaa8\ub378\uc774 \uc774\uc804\uc758 \ubaa8\ub4e0 \ub2e8\uc5b4\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c \uc2dc\ud000\uc2a4\uc758 \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ud559\uc2b5 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774 \ud559\uc2b5 \ubc29\ubc95\uc740 \ubaa8\ub378\uc774 \uc77c\uad00\uc131 \uc788\uace0 \ubb38\ub9e5\uc5d0 \ub9de\ub294 \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uba70, \uc774\ub294 \ucc3d\uc791 \uae00\uc4f0\uae30, \ucc57\ubd07, \uac1c\uc778\ud654\ub41c \uace0\uac1d \uc11c\ube44\uc2a4 \uc0c1\ud638\uc791\uc6a9\uc5d0 \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\uc624\ud1a0\uc778\ucf54\ub529 \ubaa8\ub378<\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.ibm.com\/topics\/autoencoder\"><span>\uc624\ud1a0\uc778\ucf54\ub529 \ubaa8\ub378<\/span><\/a><span>, BERT\ub97c \ud3ec\ud568\ud558\uc5ec <\/span><a href=\"https:\/\/arxiv.org\/abs\/1907.11692\"><span>\ub85c\ubc84\ud0c0<\/span><\/a><span>, \ub9c8\uc2a4\ud0b9\ub41c \uc5b8\uc5b4 \ubaa8\ub378\ub9c1\uc73c\ub85c \uc54c\ub824\uc9c4 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc785\ub825\uc744 \uc758\ub3c4\uc801\uc73c\ub85c \ud6fc\uc190\ud568\uc73c\ub85c\uc368 \uc785\ub825\uc744 \uc774\ud574\ud558\uace0 \uc7ac\uad6c\uc131\ud558\ub3c4\ub85d \ud6c8\ub828\ub418\uba70, \uc774 \uae30\ubc95\uc5d0\uc11c\ub294 \ud6c8\ub828 \uc911\uc5d0 \ubb34\uc791\uc704 \ud1a0\ud070\uc774 \ubaa8\ub378\ub85c\ubd80\ud130 \uc228\uaca8\uc9d1\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \ubaa8\ub378\uc740 \ubb38\ub9e5\ub9cc\uc744 \ubc14\ud0d5\uc73c\ub85c \ub204\ub77d\ub41c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubc95\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub2a5\ub825 \ub355\ubd84\uc5d0 \ubaa8\ub378\uc740 \uc5b8\uc5b4 \uad6c\uc870\ub97c \uc774\ud574\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc774\uba70, \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac1c\uccb4\uba85 \uc778\uc2dd, \uc9c8\uc758 \uc751\ub2f5\uacfc \uac19\uc740 \uc751\uc6a9 \ubd84\uc57c\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\uc778\ucf54\ub354-\ub514\ucf54\ub354 \ubaa8\ub378<\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/docs\/transformers\/en\/model_doc\/encoder-decoder\"><span>\uc778\ucf54\ub354-\ub514\ucf54\ub354 \ubaa8\ub378<\/span><\/a><span> ~\uc640 \uac19\uc740 <\/span><a href=\"https:\/\/github.com\/google-research\/text-to-text-transfer-transformer\"><span>T5<\/span><\/a><span> (Text-to-Text Transfer Transformer)\uc640 BART\ub294 \uc785\ub825 \ud14d\uc2a4\ud2b8\ub97c \ucd9c\ub825 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\ub294 \ub2e4\uae30\ub2a5 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740 \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \uc7a0\uc7ac \uacf5\uac04\uc73c\ub85c \uc778\ucf54\ub529\ud55c \ud6c4 \uc774\ub97c \ucd9c\ub825 \uc2dc\ud000\uc2a4\ub85c \ub514\ucf54\ub529\ud558\ub294 \ubc29\uc2dd\uc744 \ud559\uc2b5\ud568\uc73c\ub85c\uc368 \uc694\uc57d, \ubc88\uc5ed, \ud14d\uc2a4\ud2b8 \uc218\uc815\uacfc \uac19\uc740 \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \ud2b9\ud788 \ub2a5\uc219\ud569\ub2c8\ub2e4. \uc774\ub4e4\uc758 \ud6c8\ub828\uc5d0\ub294 \uc885\uc885 \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8 \uac04 \ubcc0\ud658 \uc791\uc5c5\uc774 \ud3ec\ud568\ub418\uc5b4 \uc5ec\ub7ec \ub3c4\uba54\uc778\uc5d0 \uac78\uccd0 \uad11\ubc94\uc704\ud55c \uc801\uc6a9 \uac00\ub2a5\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378<\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/cloud.google.com\/use-cases\/multimodal-ai\"><span>\uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378<\/span><\/a><span> OpenAI\uc758 CLIP\uc774\ub098 DALL-E\ucc98\ub7fc \ud14d\uc2a4\ud2b8\uc640 \uc774\ubbf8\uc9c0 \ub4f1 \uc11c\ub85c \ub2e4\ub978 \ub370\uc774\ud130 \uc720\ud615\uc5d0 \uac78\uccd0 \uc788\ub294 \ucf58\ud150\uce20\ub97c \ucc98\ub9ac\ud558\uace0 \uc0dd\uc131\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uba40\ud2f0\ubaa8\ub2ec \ucf58\ud150\uce20\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud568\uc73c\ub85c\uc368, \uc774 \ubaa8\ub378\ub4e4\uc740 \uc774\ubbf8\uc9c0 \ucea1\uc154\ub2dd, \ud14d\uc2a4\ud2b8 \uae30\ubc18 \uc774\ubbf8\uc9c0 \uac80\uc0c9, \uc124\uba85\uc73c\ub85c\ubd80\ud130 \uc774\ubbf8\uc9c0 \uc0dd\uc131 \ub4f1 \uc774\ubbf8\uc9c0\uc640 \ud14d\uc2a4\ud2b8 \uc124\uba85 \uac04\uc758 \uad00\uacc4\ub97c \ud574\uc11d\ud558\ub294 \uc791\uc5c5\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud574\uc9d1\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\uac80\uc0c9\uc99d\uac15 \ubaa8\ub378<\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/an-overview-of-retrieval-augmented-generation\/\"><span>\uac80\uc0c9\uc99d\uac15 \ubaa8\ub378<\/span><\/a><span>, \uc640(\uacfc) \uac19\uc740 <\/span><a href=\"https:\/\/deepmind.google\/discover\/blog\/improving-language-models-by-retrieving-from-trillions-of-tokens\/\"><span>\ub808\ud2b8\ub85c<\/span><\/a><span> (Retrieval-Enhanced Transformer)\uc740 \uc678\ubd80 \uc9c0\uc2dd \uac80\uc0c9 \ud504\ub85c\uc138\uc2a4\ub97c \ud1b5\ud569\ud558\uc5ec \uc804\ud1b5\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uae30\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ubaa8\ub378\uc774 \uc608\uce21 \ub2e8\uacc4\uc5d0\uc11c \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub098 \ucf54\ud37c\uc2a4\uc5d0\uc11c \uad00\ub828 \uc815\ubcf4\ub97c \uac00\uc838\uc62c \uc218 \uc788\ub3c4\ub85d \ud558\uc5ec, \ub354 \uc720\uc775\ud558\uace0 \uc815\ud655\ud55c \ucd9c\ub825\uc744 \ub3c4\ucd9c\ud569\ub2c8\ub2e4. \uc774\ub294 \uc9c8\ubb38 \ub2f5\ubcc0 \ubc0f \ucf58\ud150\uce20 \uac80\uc99d\uacfc \uac19\uc774 \uc0c1\uc138\ud55c \uc0ac\uc2e4\uc801 \uc815\ud655\uc131\uacfc \uae4a\uc774\uac00 \uc694\uad6c\ub418\ub294 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud2b9\ud788 \uc720\uc775\ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\uc2dc\ud000\uc2a4 \ud22c \uc2dc\ud000\uc2a4 \ubaa8\ub378<\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/Seq2seq\"><span>\uc2dc\ud000\uc2a4 \ud22c \uc2dc\ud000\uc2a4(seq2seq) \ubaa8\ub378<\/span><\/a><span> \uad6c\uae00\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38\uc640 \ud398\uc774\uc2a4\ubd81\uc758 BART \uac19\uc740 \ubaa8\ub378\ub4e4\uc740 \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \uae34\ubc00\ud558\uac8c \uad00\ub828\ub41c \ucd9c\ub825 \uc2dc\ud000\uc2a4\ub85c \ubcc0\ud658\ud574\uc57c \ud558\ub294 \uc791\uc5c5\uc744 \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\ub4e4\uc740 \uae30\uacc4 \ubc88\uc5ed\uacfc \ubb38\uc11c \uc694\uc57d\uc758 \ud575\uc2ec\uc73c\ub85c, \uc804\uccb4 \ucf58\ud150\uce20\ub098 \uadf8 \uc758\ubbf8\uac00 \uc815\ud655\ud558\uac8c \ud3ec\ucc29\ub418\uc5b4 \ub2e4\ub978 \ud615\ud0dc\ub85c \uc804\ub2ec\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uac01 \uc720\ud615\uc758 \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \uace0\uc720\ud55c \ud6c8\ub828 \ubc0f \uc6b4\uc601 \uc124\uacc4 \ub355\ubd84\uc5d0 \ud2b9\uc815 \uc791\uc5c5\uc5d0 \uace0\uc720\ud558\uac8c \uc801\ud569\ud569\ub2c8\ub2e4. \ub2e4\uc74c \uc139\uc158\uc5d0\uc11c\ub294 \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc758 \uae30\ub2a5\uc744 \uc790\uc138\ud788 \uc124\uba85\ud558\uae30 \uc704\ud574 \uba87 \uac00\uc9c0 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>\uae30\ubc18 \ubaa8\ub378\uc758 \uc0ac\uc6a9 \uc0ac\ub840<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uae30\ubc18 \ubaa8\ub378\ub4e4\uc740 \uc801\uc751\uc131\uacfc \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc73c\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\ub294 \ub2a5\ub825\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc744 \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \ud765\ubbf8\ub85c\uc6b4 \uc608\uc2dc\uc785\ub2c8\ub2e4:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/b><span>\ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \ub9ce\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud575\uc2ec \uae30\ubc18\uc785\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uae30\uacc4 \ubc88\uc5ed\uc744 \uad6c\ub3d9\ud558\uc5ec \uc5b8\uc5b4 \uac04 \uc6d0\ud65c\ud55c \uc18c\ud1b5\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub610\ud55c \ud14d\uc2a4\ud2b8\uc758 \uac10\uc815\uc801 \uc5b4\uc870\ub97c \ud30c\uc545\ud558\ub294 \uac10\uc131 \ubd84\uc11d\uc774\ub098, \ub354 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \uc778\uac04\uacfc \ucef4\ud4e8\ud130 \uac04 \uc0c1\ud638\uc791\uc6a9\uc744 \uc704\ud55c \ucc57\ubd07 \uac1c\ubc1c\uacfc \uac19\uc740 \uc791\uc5c5\uc5d0\ub3c4 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ucf58\ud150\uce20 \uc81c\uc791<\/b><span>\uae30\ucd08 \ubaa8\ub378\uc740 \uc2dc\uc640 \ub300\ubcf8\ubd80\ud130 \ub9c8\ucf00\ud305 \ubb38\uad6c\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \ucc3d\uc758\uc801\uc778 \ud14d\uc2a4\ud2b8 \ud615\uc2dd\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc5b4 \ucf58\ud150\uce20 \uc81c\uc791\uc790\uc640 \ub9c8\ucf00\ud130\uc5d0\uac8c \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc774\ubbf8\uc9c0 \ubc0f \ube44\ub514\uc624 \ubd84\uc11d<\/b><span>\uc2dc\uac01 \ubd84\uc57c\uc5d0\uc11c \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \uc774\ubbf8\uc9c0 \ubc0f \ube44\ub514\uc624 \ubd84\uc11d\uc5d0 \ud0c1\uc6d4\ud569\ub2c8\ub2e4. \ubcf4\uc548 \uce74\uba54\ub77c\uc758 \uac1d\uccb4 \uac10\uc9c0, \uc758\uc0ac\ub97c \ub3d5\ub294 \uc758\ub8cc \uc601\uc0c1 \ubd84\uc11d, \uc601\ud654 \uc18d \uc0ac\uc2e4\uc801\uc778 \ud2b9\uc218 \ud6a8\uacfc \uc0dd\uc131 \uac19\uc740 \uc791\uc5c5\uc5d0 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uacfc\ud559\uc801 \ubc1c\uacac<\/b><span>:<\/span> <span>\uc774\ub7ec\ud55c \ubaa8\ub378\ub4e4\uc740 \uc804\ud1b5\uc801\uc778 \ubc29\ubc95\uc73c\ub85c\ub294 \ub193\uce60 \uc218 \uc788\ub294 \ud328\ud134\uacfc \uad00\uacc4\ub97c \ud30c\uc545\ud558\uae30 \uc704\ud574 \ubc29\ub300\ud55c \ub370\uc774\ud130\uc14b\uc744 \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \uacfc\ud559 Research\ub97c \uac00\uc18d\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub2a5\ub825\uc740 \uc2e0\uc57d \uac1c\ubc1c, \uc7ac\ub8cc\uacfc\ud559, \ub610\ub294 \uae30\ud6c4 \ubcc0\ud654 \uc5f0\uad6c\uc5d0 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc790\ub3d9\ud654<\/b><span> \uae30\ucd08 \ubaa8\ub378\uc740 \ubb38\uc11c \uc694\uc57d\uc774\ub098 \ub370\uc774\ud130 \uc785\ub825\uacfc \uac19\uc740 \ubc18\ubcf5\uc801\uc778 \uc791\uc5c5\uc744 \uc790\ub3d9\ud654\ud558\uc5ec, \ub354 \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \uc704\ud55c \uc2dc\uac04\uc744 \ud655\ubcf4\ud574 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc774\ub294 \uae30\ucd08 \ubaa8\ub378\uc758 \uc0ac\uc6a9 \uc0ac\ub840 \uc911 \uba87 \uac00\uc9c0 \uc608\uc5d0 \ubd88\uacfc\ud558\uba70, \uc5f0\uad6c\uc790\ub4e4\uc774 \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc744 \ud0d0\uad6c\ud568\uc5d0 \ub530\ub77c \uc7a0\uc7ac\uc801 \uc751\uc6a9 \ubd84\uc57c\ub294 \uc9c0\uc18d\uc801\uc73c\ub85c \ud655\uc7a5\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uacfc \uc6b0\ub9ac\uc758 \uc77c\uc0c1\uc744 \ubcc0\ud654\uc2dc\ud0ac \uc5c4\uccad\ub09c \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>\ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\ub294 \ubc29\ubc95<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uae30\ubc18 \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\ub294 \uac83\uc740 \uc0c1\ub2f9\ud55c \ucef4\ud4e8\ud305 \uc790\uc6d0\uacfc \uc804\ubb38\uc131\uc774 \ud544\uc694\ud55c \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc8fc\uc694 \ub2e8\uacc4\uc5d0 \ub300\ud55c \uac04\uc18c\ud654\ub41c \ubd84\uc11d\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><b>\ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc900\ube44<\/b><span>\uae30\ucd08\ub294 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \uad6c\ucd95\ub429\ub2c8\ub2e4. \uc6d0\ud558\ub294 \uc791\uc5c5\uacfc \uad00\ub828\ub41c \uc5c4\uccad\ub09c \uc591\uc758 \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\uac00 \uc218\uc9d1\ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud14d\uc2a4\ud2b8\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/large-language-models-explained\/\"><span>\ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378<\/span><\/a><span> (LLM), \ucef4\ud4e8\ud130 \ube44\uc804 \ubaa8\ub378\uc6a9 \uc774\ubbf8\uc9c0, \ub610\ub294 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc6a9 \uc870\ud569\uc744 \ub9d0\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ud488\uc9c8\uacfc \uc77c\uad00\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130\ub97c \uc815\uc81c\ud558\uace0 \uc804\ucc98\ub9ac\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98 \ubc0f \uc120\ud0dd<\/b><span>\uc120\ud0dd\ud558\ub294 \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc758 \uc720\ud615\uc740 \ub370\uc774\ud130\uc640 \uc791\uc5c5\uc5d0 \ub530\ub77c \ub2e4\ub985\ub2c8\ub2e4. \uc77c\ub2e8 \uc120\ud0dd\ub418\uba74, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\uac00 \ubbf8\uc138 \uc870\uc815\ub429\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc790\uae30\uc9c0\ub3c4 \ud559\uc2b5<\/b><span>\ubc14\ub85c \uc5ec\uae30\uac00 \ub9c8\ubc95\uc774 \uc77c\uc5b4\ub098\ub294 \uacf3\uc785\ub2c8\ub2e4. \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\ub294 \uc9c0\ub3c4 \ud559\uc2b5\uacfc \ub2ec\ub9ac, \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \uc790\uae30 \uc9c0\ub3c4 \ud559\uc2b5 \uae30\ubc95\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \ubaa8\ub378 \uc2a4\uc2a4\ub85c \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud0dc\uc2a4\ud06c\uc640 \ub808\uc774\ube14\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uc2dc\ud000\uc2a4\uc5d0\uc11c \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\uac70\ub098 \uc774\ubbf8\uc9c0\uc758 \ub204\ub77d\ub41c \ubd80\ubd84\uc744 \uc2dd\ubcc4\ud558\ub294 \uac83\uacfc \uac19\uc740 \uc791\uc5c5\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ud6c8\ub828 \ubc0f \ucd5c\uc801\ud654:<\/b><span> \ubaa8\ub378\uc740 GPU\ub098 TPU\uc640 \uac19\uc740 \uac15\ub825\ud55c \ucef4\ud4e8\ud305 \uc790\uc6d0\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc900\ube44\ub41c \ub370\uc774\ud130\ub85c \ud559\uc2b5\ub429\ub2c8\ub2e4. \ubaa8\ub378 \ud06c\uae30\uc640 \ub370\uc774\ud130\uc14b\uc758 \ubcf5\uc7a1\uc131\uc5d0 \ub530\ub77c \uc774 \ud559\uc2b5 \uacfc\uc815\uc740 \uba70\uce60 \ub610\ub294 \uba87 \uc8fc\uac00 \uac78\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc740 \uae30\uc220\ub4e4\uc740 <\/span><a href=\"https:\/\/builtin.com\/data-science\/gradient-descent\"><span>\uacbd\uc0ac \ud558\uac15\ubc95<\/span><\/a><span> \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ud3c9\uac00 \ubc0f \uac1c\uc120<\/b><span>\ud6c8\ub828 \ud6c4, \ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \ubca4\uce58\ub9c8\ud06c \ub370\uc774\ud130\uc14b\uc774\ub098 \ud2b9\uc815 \ud0dc\uc2a4\ud06c\uc5d0\uc11c \ud3c9\uac00\ub429\ub2c8\ub2e4. \uacb0\uacfc\uac00 \uc774\uc0c1\uc801\uc774\uc9c0 \uc54a\uc740 \uacbd\uc6b0, \ubaa8\ub378\uc740 \uc870\uc815\ub428\uc73c\ub85c\uc368 \ucd94\uac00\ub85c \uac1c\uc120\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/aws.amazon.com\/what-is\/hyperparameter-tuning\/\"><span>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130<\/span><\/a><span> \ud488\uc9c8 \ud5a5\uc0c1\uc744 \uc704\ud574 \ub370\uc774\ud130 \uc900\ube44 \ub2e8\uacc4\ub85c \ub2e4\uc2dc \ub3cc\uc544\uac00\ub294 \uac83\uc870\ucc28 \ub9d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uae30\ucd08 \ubaa8\ub378\uc758 \ud6c8\ub828\uc740 \uc9c4\ud589 \uc911\uc778 \uacfc\uc815\uc774\ub77c\ub294 \uc810\uc5d0 \uc8fc\ubaa9\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc5f0\uad6c\uc6d0\ub4e4\uc740 \ubaa8\ub378\uc758 \uc131\ub2a5\uacfc \uc131\uc219\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574 \ub370\uc774\ud130 \ucc98\ub9ac, \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98, \uadf8\ub9ac\uace0 \uc790\uae30 \uc9c0\ub3c4 \ud559\uc2b5 \ud0dc\uc2a4\ud06c\ub97c \uc704\ud55c \uc0c8\ub85c\uc6b4 \uae30\ubc95\uc744 \ub04a\uc784\uc5c6\uc774 \ud0d0\uad6c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>\ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc758 \uc774\uc810<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \uc0c1\ub2f9\ud55c \uc774\uc810\uc744 \uc81c\uacf5\ud558\uc5ec \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \ucc44\ud0dd\ub418\uace0 \uc0ac\uc6a9\ub418\ub294 \ub370 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc694 \uc7a5\uc810\uc744 \ub354 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\ub2e4\uc7ac\ub2e4\ub2a5\ud568\uacfc \uc801\uc751\ub825<\/b><span>\uc804\ud1b5\uc801\uc774\uace0 \ud611\uc18c\ud558\uac8c \ucd08\uc810 \ub9de\ucdb0\uc9c4 AI \ubaa8\ub378\uacfc \ub2ec\ub9ac, \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \ub2e4\ubaa9\uc801\uc131\uc744 \uc9c0\ub2c8\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc740 \ub3c4\uba54\uc778 \ub0b4(\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0 \ub4f1)\uc758 \uad11\ubc94\uc704\ud55c \uc791\uc5c5\uc5d0 \ub9de\ucdb0 \ubbf8\uc138 \uc870\uc815\ub420 \uc218 \uc788\uc73c\uba70, \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc758 \uacbd\uc6b0 \ub3c4\uba54\uc778\uc744 \ub118\ub098\ub4e4\uba70 \uc870\uc815\ub420 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\uc5f0\uc131\uc740 \ud2b9\uc815 \uc791\uc5c5\ub9c8\ub2e4 \ucc98\uc74c\ubd80\ud130 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc5d0 \ube44\ud574 \uc2dc\uac04\uacfc \uc790\uc6d0\uc744 \uc808\uc57d\ud574 \uc90d\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ud6a8\uc728\uc131\uacfc \ube44\uc6a9 \ud6a8\uacfc\uc131<\/b><span>\uc0ac\uc804 \ud6c8\ub828\ub41c \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc740 \uac1c\ubc1c\uc790\uc5d0\uac8c \ud0c4\ud0c4\ud55c \uc2dc\uc791\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ub9de\uac8c \uc774\ub97c \ubbf8\uc138 \uc870\uc815\ud558\ub294 \uac83\uc740 \ucc98\uc74c\ubd80\ud130 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \uac83\ubcf4\ub2e4 \ub300\uac1c \ub354 \ube60\ub974\uace0 \ucef4\ud4e8\ud305 \ube44\uc6a9\uc774 \uc801\uac8c \ub4ed\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud6a8\uc728\uc131\uc740 \ube44\uc6a9 \uc808\uac10\uacfc \ub354 \ube60\ub978 \uac1c\ubc1c \uc8fc\uae30\ub85c \uc774\uc5b4\uc9d1\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc131\ub2a5 \ud5a5\uc0c1<\/b><span>\uae30\ubc18 \ubaa8\ub378\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \ubc29\ub300\ud55c \ud559\uc2b5 \ub355\ubd84\uc5d0 \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c \uae30\uc874 \ubaa8\ub378\uc744 \ub2a5\uac00\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uae30\uacc4 \ubc88\uc5ed, \uc774\ubbf8\uc9c0 \uc778\uc2dd, \ud14d\uc2a4\ud2b8 \uc694\uc57d \uc791\uc5c5\uc5d0\uc11c \ub354 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>AI\uc758 \ubbfc\uc8fc\ud654<\/b><span>\uc0ac\uc804 \ud6c8\ub828\ub41c \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc758 \uac00\uc6a9\uc131\uc740 AI \uac1c\ubc1c\uc758 \uc9c4\uc785 \uc7a5\ubcbd\uc744 \ub0ae\ucdb0\uc90d\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \ucef4\ud4e8\ud305 \uc790\uc6d0\uc5d0 \uc811\uadfc\ud560 \uc218 \uc5c6\ub294 \uc18c\uaddc\ubaa8 \uae30\uc5c5\uc774\ub098 \uc5f0\uad6c\uc790\ub4e4\ub3c4 \uc774\ub7ec\ud55c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ud601\uc2e0\uc801\uc778 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uacfc\ud559\uc801 \ubc1c\uacac\uc758 \uac00\uc18d\ud654<\/b><span>\uae30\ubc18 \ubaa8\ub378\uc740 \ubc29\ub300\ud55c \uacfc\ud559 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc804\ud1b5\uc801\uc778 \ubc29\ubc95\uc73c\ub85c\ub294 \ub193\uce60 \uc218 \uc788\ub294 \uc228\uaca8\uc9c4 \ud328\ud134\uacfc \uad00\uacc4\ub97c \ucc3e\uc544\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub2a5\ub825\uc740 \uc2e0\uc57d \uac1c\ubc1c, \uc7ac\ub8cc \uacfc\ud559, \uae30\ud6c4 \ubcc0\ud654 \uc5f0\uad6c\uc640 \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \uacfc\ud559\uc801 \uc9c4\ubcf4\ub97c \ud06c\uac8c \uac00\uc18d\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Foundation Model Challenges<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Foundation models, despite their remarkable capabilities, come with their own set of challenges that researchers are actively working to address. Here are some key areas of concern:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>Data Bias and Fairness<\/b><span>: Foundation models inherit biases present in the data they\u2019re trained on. This can lead to discriminatory or unfair outputs. Mitigating bias requires careful data selection, curation, and development of fairer training algorithms.<\/span><\/li>\n\n\n<li><b>Explainability and Interpretability<\/b><span>: Understanding how foundation models arrive at their outputs can be difficult. This lack of transparency makes identifying and addressing potential errors or biases challenging. Research is ongoing to develop methods for making these models more interpretable.<\/span><\/li>\n\n\n<li><b>Computational Resources<\/b><span>: Training and running foundation models requires significant computational power and resources like GPUs or TPUs. This can limit accessibility for smaller companies or researchers without access to such infrastructure.<\/span><\/li>\n\n\n<li><b>Security and Privacy Concerns<\/b><span>: The vast amount of data used to train foundation models raises security and privacy concerns. Malicious actors could exploit vulnerabilities in the training data or the models themselves. Ensuring robust security measures and responsible data handling practices are crucial.<\/span><\/li>\n\n\n<li><b>Environmental Impact<\/b><span>: Training these models can consume a significant amount of energy. Developing more energy-efficient training methods and using renewable energy sources are important considerations for the sustainable deployment of foundation models.<\/span><\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span>\uc8fc\uc694 \ub0b4\uc6a9<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Foundation models represent a significant leap forward in AI capabilities. Their versatility, efficiency, and ability to learn from huge amounts of data are paving the way for a new generation of intelligent applications that will transform various industries and our daily lives.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>To keep learning more about topics related to artificial intelligence (AI), explore the resources below:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/generative-ai-development\/\"><span>\uc0dd\uc131\ud615 AI \uac1c\ubc1c \uac00\uc774\ub4dc<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-is-generative-ai\/\"><span>\uc0dd\uc131\ud615 AI\uac00 Couchbase\uc640 \ud568\uaed8 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/generative-ai-coding-tco\/\"><span>Can Developers Reduce Software TCO with AI?\u00a0<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/ai-cloud-services\/\"><span>AI Cloud Services, Capella iQ, and Vector Search<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-is-vector-search\/\"><span>\ubca1\ud130 \uac80\uc0c9 \uac00\uc774\ub4dc<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/vector-similarity-search\/\"><span>What is Vector Similarity Search?<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-are-vector-embeddings\/\"><span>\ubca1\ud130 \uc784\ubca0\ub514\ub4dc\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/couchbase-ai-ml-fraud-detection\/\"><span>\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \uace0\uac1d\ub4e4\uc740 \uae08\uc735 \uc0ac\uae30\uc5d0 \ub9de\uc11c\uae30 \uc704\ud574 AI\uc640 ML\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\ub2e4<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/adaptive-applications\/\"><span>\uc801\uc751\ud615 \uc751\uc6a9\ud504\ub85c\uadf8\ub7a8<\/span><\/a><br><br><\/li>\n\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>What is a Foundation Model? A foundation model is a powerful type of artificial intelligence (AI) trained on massive amounts of general data, allowing it to tackle a broad range of tasks. Foundation models, such as OpenAI&#8217;s GPT (Generative Pre-trained Transformer) series or Google&#8217;s BERT (Bidirectional Encoder Representations from Transformers), are designed to capture general [&hellip;]<\/p>\n","protected":false},"author":82066,"featured_media":3562,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_acf":"","footnotes":""},"categories":[127,598,136,715],"tags":[830,797],"ppma_author":[284,326],"class_list":["post-3564","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-application-design","category-artificial-intelligence-ai","category-best-practices-and-tutorials","category-vector-search","tag-foundation-models","tag-rag-retrieval-augmented-generation"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>What are Foundation Models? (Plus Types and Use Cases)<\/title>\n<meta name=\"description\" content=\"This blog post will explain what foundation models are and how they work, along with providing information on types of models and how to train them.\" \/>\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.couchbase.com\/blog\/ko\/what-are-foundation-models\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What are Foundation Models? 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