{"id":15359,"date":"2024-02-26T11:07:23","date_gmt":"2024-02-26T19:07:23","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=15359"},"modified":"2025-06-13T20:32:22","modified_gmt":"2025-06-14T03:32:22","slug":"what-is-vector-search","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/what-is-vector-search\/","title":{"rendered":"\ubca1\ud130 \uac80\uc0c9 \uac00\uc774\ub4dc"},"content":{"rendered":"<h2><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/span><\/h2>\n<p><span style=\"font-weight: 400\">\uac1c\ubc1c\uc790\ub4e4\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc0ac\uc6a9\uc790 \uc801\uc751\ub825\uc744 \ub192\uc774\uae30 \uc704\ud574 \ubca1\ud130 \uac80\uc0c9\uc73c\ub85c \ubab0\ub824\ub4e4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc6a9\uc5b4 \uadf8\ub300\ub85c <\/span><i><span style=\"font-weight: 400\">\uac80\uc0c9<\/span><\/i><span style=\"font-weight: 400\"> \uac00 \uc554\uc2dc\ud558\ub4ef\uc774, \ubca1\ud130 \uac80\uc0c9\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uac1c\ub150\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1d\uccb4\ub97c \ucc3e\uace0 \ube44\uad50\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. <\/span><i><span style=\"font-weight: 400\">\ubca1\ud130<\/span><\/i><span style=\"font-weight: 400\">. \uac04\ub2e8\ud788 \ub9d0\ud574, \ub2e4\uc74c\uc744 \ucc3e\uc744 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. <\/span><i><span style=\"font-weight: 400\">\uc720\uc0ac\uc131<\/span><\/i><span style=\"font-weight: 400\"> \ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ub0b4\uc5d0\uc11c \ubcf5\uc7a1\ud55c \ubb38\ub9e5 \uc778\uc2dd \uad00\uacc4\ub97c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ucc28\uc138\ub300 \uac80\uc0c9 \uad00\ub828 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uae30\ubc18\uc774 \ub418\ub294 \uae30\uc220\uc785\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ucd5c\uc2e0 \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc\uc758 AI \uae30\ubc18 \uac80\uc0c9 \uae30\ub2a5\uc785\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/vector-databases\/\"><span style=\"font-weight: 400\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/span><\/a><span style=\"font-weight: 400\">\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\uac00 \ub354\uc6b1 \uc720\uc5f0\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub354 \uc774\uc0c1 \uae30\ubcf8 \ud0a4\uc6cc\ub4dc \uac80\uc0c9\uc5d0\ub9cc \uad6d\ud55c\ub418\uc9c0 \uc54a\uace0 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><i><span style=\"font-weight: 400\">\uc758\ubbf8\uc801\uc73c\ub85c \uc720\uc0ac\ud55c<\/span><\/i><span style=\"font-weight: 400\"> \ubaa8\ub4e0 \uc885\ub958\uc758 \ub514\uc9c0\ud138 \ubbf8\ub514\uc5b4\uc5d0 \uac78\uccd0 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ud575\uc2ec\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uad6c\ub3d9\ub418\ub294 \ub9ce\uc740 \uba38\uc2e0 \ub7ec\ub2dd \uc2dc\uc2a4\ud15c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/large-language-models-explained\/\"><span style=\"font-weight: 400\">\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)<\/span><\/a><span style=\"font-weight: 400\"> \ub2e4\uc591\ud55c \ud06c\uae30\uc640 \ubcf5\uc7a1\uc131\uc744 \uac00\uc9c4 \ub370\uc774\ud130\ub85c \uac00\ub4dd\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uae30\uc874 \ud50c\ub7ab\ud3fc\uc744 \ud1b5\ud574 \uc81c\uacf5\ub418\uba70 \uc2ec\uc9c0\uc5b4 <\/span><a href=\"https:\/\/info.couchbase.com\/couchbase-lite-vector-search-beta-program\"><span style=\"font-weight: 400\">\ubaa8\ubc14\uc77c \uae30\uae30\uc5d0\uc11c \uc2e4\ud589\ub418\ub294 \uc5e3\uc9c0<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9, \uad00\ub828 \uc6a9\uc5b4, \uae30\ub2a5 \ubc0f \ucd5c\uc2e0 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uae30\uc220 \ud601\uc2e0\uc5d0 \uc801\uc6a9\ub418\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 \ub2e4\uc74c\uc5d0\uc11c \ud655\uc778\ud558\uc138\uc694. <\/span><a href=\"https:\/\/www.ibm.com\/topics\/artificial-intelligence\"><span style=\"font-weight: 400\">\uc778\uacf5 \uc9c0\ub2a5(AI)<\/span><\/a><span style=\"font-weight: 400\">\uacc4\uc18d \uc77d\uc5b4\ubcf4\uc138\uc694.<\/span><\/p>\n<h3><span style=\"font-weight: 400\">\ubca1\ud130\ub294 \ubb34\uc5c7\uc744 \uc758\ubbf8\ud558\ub098\uc694?<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\ubca1\ud130\ub294 <\/span><i><span style=\"font-weight: 400\">\ub370\uc774\ud130 \uad6c\uc870<\/span><\/i><span style=\"font-weight: 400\"> \uc22b\uc790 \ubc30\uc5f4\uc744 \ub2f4\uace0 \uc788\ub294 \ubca1\ud130\ub97c \ub9d0\ud569\ub2c8\ub2e4. \uc774 \uacbd\uc6b0\uc5d0\ub294 \uc801\uc6a9\ub41c \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ub514\uc9c0\ud138 \uc694\uc57d\uc744 \uc800\uc7a5\ud558\ub294 \ubca1\ud130\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc9c0\ubb38\uc774\ub098 \uc694\uc57d\uc774\ub77c\uace0 \uc0dd\uac01\ud560 \uc218 \uc788\uc9c0\ub9cc \uacf5\uc2dd\uc801\uc73c\ub85c\ub294 <\/span><i><span style=\"font-weight: 400\">\uc784\ubca0\ub529<\/span><\/i><span style=\"font-weight: 400\">. \ub2e4\uc74c\uc740 \uac04\ub2e8\ud55c \uc608\uc2dc\uc785\ub2c8\ub2e4:<\/span><\/p>\n<pre class=\"nums:false lang:js decode:true\">\"blue t-shirts\": [-0.02511234\u00a0 0.05473123 -0.01234567 ...\u00a0 0.00456789\u00a0 0.03345678 -0.00789012]<\/pre>\n<h2><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc758 \uc774\uc810<\/span><\/h2>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uc774\ub97c \uc0ac\uc6a9\ud558\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub2e4\uc591\ud55c \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uac04\ub2e8\ud788 \ub9d0\ud574, \ubca1\ud130 \uac80\uc0c9\uc740 \uc0ac\uc6a9\uc790\uac00 \ub354 \ub9ce\uc740 \uac83\uc744 \ucc3e\uc744 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. <\/span><i><span style=\"font-weight: 400\">\ubb38\ub9e5 \uc778\uc2dd \ub9e4\uce58<\/span><\/i><span style=\"font-weight: 400\"> \ub97c \ub300\uaddc\ubaa8 \uc815\ubcf4 \ubaa8\uc74c(\uc77c\uba85 \ub9d0\ubb49\uce58) \ub0b4\uc5d0 \uc800\uc7a5\ud569\ub2c8\ub2e4. \uc544\uc774\ub514\uc5b4 <\/span><i><span style=\"font-weight: 400\">\uce5c\ubc00\uac10<\/span><\/i><span style=\"font-weight: 400\"> \ubca1\ud130 \uac80\uc0c9\uc740 \ud56d\ubaa9\uc744 \ud1b5\uacc4\uc801\uc73c\ub85c \uadf8\ub8f9\ud654\ud558\uc5ec \uc5bc\ub9c8\ub098 \uc720\uc0ac\ud558\uac70\ub098 \uc5f0\uad00\uc131\uc774 \uc788\ub294\uc9c0 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\ub294 \ud14d\uc2a4\ud2b8\ubfd0\ub9cc \uc544\ub2c8\ub77c \ud6e8\uc52c \ub354 \ub9ce\uc740 \ud56d\ubaa9\uc5d0 \uc801\uc6a9\ub418\uc9c0\ub9cc, \uae30\uc874 \uac80\uc0c9 \uc2dc\uc2a4\ud15c\uacfc\uc758 \ube44\uad50\ub97c \ub3d5\uae30 \uc704\ud574 \ub9ce\uc740 \uc608\uc81c\uac00 \ud14d\uc2a4\ud2b8 \uae30\ubc18\uc785\ub2c8\ub2e4.<\/span><\/p>\n<div id=\"attachment_15360\" style=\"width: 910px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2024\/02\/image2-2.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-15360\" class=\"wp-image-15360 size-large\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2024\/02\/image2-2-1024x794.png\" alt=\"Vector search using nearness or similarity search\" width=\"900\" height=\"698\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/02\/image2-2-1024x794.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/02\/image2-2-300x233.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/02\/image2-2-768x595.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/02\/image2-2.png 1249w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a><p id=\"caption-attachment-15360\" class=\"wp-caption-text\">\uc774 \uadf8\ub798\ud504\ub294 \ubca1\ud130 \uac80\uc0c9\uc774 3D \uacf5\uac04\uc5d0\uc11c '\uc720\uc0ac\ud55c' \uac1d\uccb4\ub97c \ub9e4\ud551\ud558\uace0, \ucc3e\uace0, \uadf8\ub8f9\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc2dc\uac01\uc801\uc73c\ub85c \ubcf4\uc5ec\uc8fc\ub294 \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/p><\/div>\n<h3><span style=\"font-weight: 400\">\ubc29\ub300\ud55c \uc77c\ubc18 \uc9c0\uc2dd\uc5d0 \uc561\uc138\uc2a4<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \ub610\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc778\uacf5 \uc9c0\ub2a5 \ud234\uc744 \ub3c4\uc785\ud558\ub294 \ud6cc\ub96d\ud55c \uc804\ub7b5\uc73c\ub85c, \uae30\uc874\uc758 \uac80\uc0c9 \ud234\ub9cc\uc73c\ub85c\ub294 \ubd88\uac00\ub2a5\ud55c \uc801\uc751\ud615 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub300\ub7c9\uc758 \uacf5\uac1c LLM\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc5b4\ub5a4 \ud68c\uc0ac\ub4e0 \uc774\ub97c \ucc44\ud0dd\ud558\uc5ec \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uac80\uc0c9\uc758 \uae30\ubc18\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. LLM\uc740 \ub9ce\uc740 \uc815\ubcf4\ub97c \uc800\uc7a5\ud558\uae30 \ub54c\ubb38\uc5d0 \ubcf5\uc7a1\ud55c \ucf54\ub4dc\ub97c \uc791\uc131\ud558\uc9c0 \uc54a\uace0\ub3c4 \uac80\uc0c9 \uacb0\uacfc\ub97c \ud1b5\ud574 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uae30\ud558\uae09\uc218\uc801\uc778 \uac00\uce58\ub97c \ub354\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub9ce\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \uc0c8\ub86d\uace0 \uac15\ub825\ud55c \uae30\ub2a5\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \ud55c \uac00\uc9c0 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3><span style=\"font-weight: 400\">\ucd08\uac15\ub825 \uac80\uc0c9\uacfc \uae30\uc874 \uac80\uc0c9<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\ub2e4\ud589\ud788\ub3c4 \ubca1\ud130 \uac80\uc0c9\uc740 \ub354 \ubcf5\uc7a1\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ub354 \ube60\ub978 \uac80\uc0c9 \ubc29\uc2dd\uc774\uae30\ub3c4 \ud569\ub2c8\ub2e4. \uae30\uc874\uc758 \ud0a4\uc6cc\ub4dc \uae30\ubc18 \uac80\uc0c9 \uc2dc\uc2a4\ud15c\uc740 \ubb38\uc11c\uc5d0\uc11c \uc77c\uce58\ud558\ub294 \ud14d\uc2a4\ud2b8\ub97c \ucc3e\ub3c4\ub85d \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc9c0\ub9cc, \ubcf5\uc7a1\ud55c \ud37c\uc9c0 \ub9e4\uce6d \uc54c\uace0\ub9ac\uc998\uc774\ub098 \uadf9\ub2e8\uc801\uc778 \ubd80\uc6b8 \uc220\uc5b4 \ud574\uacb0 \ubc29\ubc95(\uc608: \ub9ce\uc740 WHERE \uc808)\uc744 \uc801\uc6a9\ud574\uc57c \ud558\ub294 \uacbd\uc6b0 \uc18d\ub3c4\uac00 \ub290\ub824\uc9c0\uace0 \ubcf5\uc7a1\ud574\uc9c0\uae30 \uc2dc\uc791\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc744 \uc0ac\uc6a9\ud558\uba74 \ubcf5\uc7a1\ud55c \ud658\uacbd\uc5d0\uc11c \uc131\uacf5\uc801\uc73c\ub85c \uac80\uc0c9\ud558\ub294 \ub370 \ud544\uc694\ud55c \ub2e4\uc591\ud55c \uc808\ucda9\uc548\uc744 \ud53c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \uc808\ucda9\uc548\uc5d0\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 LLM\uc5d0 \uc778\ud130\ud398\uc774\uc2a4\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \uc801\uc808\ud55c \ub9ac\uc18c\uc2a4\ub97c \uac16\ucd98 \uc11c\ube44\uc2a4 \uc218\uc900 API(\uc608: OpenAI)\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub610\ud55c \ubca1\ud130 \uac80\uc0c9 \uc2dc\uc2a4\ud15c \ub4a4\uc5d0 \uc788\ub294 LLM\uc5d0 \ub530\ub77c \uc120\ud0dd\uacfc \uc81c\ud55c\uc774 \uc788\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400\">\uae30\uc874 \uac80\uc0c9\uacfc \ubca1\ud130 \uac80\uc0c9\uc758 \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/span><\/h2>\n<p><span style=\"font-weight: 400\">\uc704\uc758 \uc7a5\uc810\uc740 \uae30\uc874 \uac80\uc0c9 \ubc29\uc2dd\uacfc \ubca1\ud130 \uac80\uc0c9 \ubc29\uc2dd \uac04\uc758 \uae30\uc220\uc801 \ucc28\uc774\uc810\uacfc \uc77c\ubd80 \uacb9\uce69\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uc11c\ub85c \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd \uac04\uc5d0 \uc2e4\uc81c\ub85c \ubb34\uc5c7\uc774 \uc911\uc694\ud55c\uc9c0 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4.<\/span><\/p>\n<h3><span style=\"font-weight: 400\">\ucee8\ud14d\uc2a4\ud2b8 \ubc0f \uc2dc\ub9e8\ud2f1 \uac80\uc0c9<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\ub2e4\uc591\ud55c \uac80\uc0c9 \uad00\ub828 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ud0a4\uc6cc\ub4dc \ub610\ub294 \uad6c\ubb38 \uac80\uc0c9\uc5d0 \ucd5c\uc801\ud654\ub41c \uac80\uc0c9\uc744 \uc0ac\uc6a9\ud574 \uc654\uc2b5\ub2c8\ub2e4. <\/span><i><span style=\"font-weight: 400\">\uc815\ubc00\ud55c<\/span><\/i><span style=\"font-weight: 400\"> \ud14d\uc2a4\ud2b8 \uc77c\uce58 \ub610\ub294 \ud0a4\uc6cc\ub4dc\ub97c \uac00\uc7a5 \uc790\uc8fc \uc0ac\uc6a9\ud558\ub294 \ubb38\uc11c\ub97c \ucc3e\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ubb38\uc81c\ub294 \uc774\ub7ec\ud55c \uac80\uc0c9\uc740 \ucee8\ud14d\uc2a4\ud2b8\uc640 \uc720\uc5f0\uc131\uc774 \ubd80\uc871\ud560 \uc218 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, '\ub098\ubb34'\uc5d0 \ub300\ud55c \ud14d\uc2a4\ud2b8 \uac80\uc0c9\uc740 \uad00\ub828\uc131\uc774 \ub192\ub354\ub77c\ub3c4 \uc2e4\uc81c \ub098\ubb34 \uc885\uc758 \uc774\ub984\uacfc \ub370\uc774\ud130\uac00 \uc77c\uce58\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc885\ub958\uc758 \ubb38\ub9e5 \uc77c\uce58\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud615\ud0dc\uc785\ub2c8\ub2e4. <\/span><i><span style=\"font-weight: 400\">\uc2dc\ub9e8\ud2f1 \uac80\uc0c9<\/span><\/i><span style=\"font-weight: 400\">-\ubb38\ub9e5\uacfc \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\uac00 \uc911\uc694\ud55c \uacbd\uc6b0.<\/span><\/p>\n<h3><span style=\"font-weight: 400\">\uc720\uc0ac\uc131<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\ud558\uc9c0\ub9cc \ubca1\ud130 \uac80\uc0c9\uc740 \uc758\ubbf8\ub860\uc801 \uad00\uacc4\uc5d0 \uad00\ud55c \uac83\ub9cc\uc774 \uc544\ub2d9\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud14d\uc2a4\ud2b8 \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c\ub294 \ub2e8\uc77c \ub2e8\uc5b4\ub098 \uad6c\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc5d0\uc11c \ub354 \ub098\uc544\uac00 <\/span><i><span style=\"font-weight: 400\">\uc720\uc0ac<\/span><\/i><span style=\"font-weight: 400\"> \uc785\ub825 \ub2e8\uc5b4, \ubb38\uc7a5, \ub2e8\ub77d \ub4f1\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubb38\uc11c\ub97c \uc77c\uce58\uc2dc\ud0a4\ub294 \uae30\ub2a5\uc73c\ub85c, \ub9e4\uc6b0 \uc2ec\uce35\uc801\uc778 \uc218\uc900\uc5d0\uc11c \uc758\ubbf8\uc640 \ubb38\ub9e5\uc774 \uc77c\uce58\ud558\ub294 \ud14d\uc2a4\ud2b8 \uc608\uc2dc\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc720\uc0ac\ub3c4 \uac80\uc0c9\uc740 \uc774\ubbf8\uc9c0\uc5d0\uc11c\ub3c4 \uc791\ub3d9\ud569\ub2c8\ub2e4. \ub450 \uc774\ubbf8\uc9c0\ub97c \ud568\uaed8 \ube44\uad50\ud558\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc791\uc131\ud55c\ub2e4\uba74 \uc5b4\ub5bb\uac8c \ud560\uae4c\uc694? \ud55c \uc774\ubbf8\uc9c0\uc758 \uac01 \ud53d\uc140\uc744 \ub2e4\ub978 \uc774\ubbf8\uc9c0\uc758 \uac01 \ud53d\uc140\uacfc \ube44\uad50\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\ubbf8\uc9c0\ub9cc \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><i><span style=\"font-weight: 400\">\ub3d9\uc77c<\/span><\/i><span style=\"font-weight: 400\"> \uc0c9\uc0c1, \ud574\uc0c1\ub3c4, \uc778\ucf54\ub529 \ub4f1\uc774 \ub2e4\ub985\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ubbf8\uc9c0\ub97c \ubd84\uc11d\ud558\uc5ec \ucf58\ud150\uce20\uc5d0 \ub300\ud55c \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub2e4\uba74 \uc774\ubbf8\uc9c0\ub97c \ube44\uad50\ud558\uace0 \uc77c\uce58\ud558\ub294 \ud56d\ubaa9\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubbf8\uc9c0 \uc608\uc2dc\uc5d0 \uc801\uc6a9\ub41c \ubca1\ud130 \uc784\ubca0\ub529\uc740 \uac01 \uc774\ubbf8\uc9c0\uc758 \ucf58\ud150\uce20\ub97c \uc124\uba85\ud55c \ub2e4\uc74c \uc774\ub97c \ube44\uad50\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\ubbc0\ub85c \uc774\ubbf8\uc9c0 \uac04\uc758 '\uadfc\uc811\uc131'\uc744 \ud6e8\uc52c \ub354 \uac15\ub825\ud558\uac8c \ube44\uad50\ud558\uace0 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub2e4\uc74c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-are-vector-embeddings\/\"><span style=\"font-weight: 400\">\ubca1\ud130 \uc784\ubca0\ub529<\/span><\/a><span style=\"font-weight: 400\"> \uc758 \ub2e4\ub978 \ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c\uc5d0\uc11c \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uac70\ub098 \uae30\ubcf8\uc801\uc778 \uac1c\uc694\ub97c \uc77d\uc5b4\ubcf4\uc138\uc694.<\/span><\/p>\n<h2><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc758 \uc791\ub3d9 \ubc29\uc2dd<\/span><\/h2>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uace0 \ube44\uad50\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc22b\uc790 \ubca1\ud130 \ud45c\ud604(\uc784\ubca0\ub529)\uc73c\ub85c \ubc14\uafb8\uace0 \uc720\uc0ac\ud55c \ub514\uc9c0\ud138 \ud45c\ud604(LLM \uc0ac\uc6a9)\uc73c\ub85c \uce74\ud0c8\ub85c\uadf8\ud654\ub41c \ub2e4\ub978 \ub370\uc774\ud130\uc640 \ube44\uad50\ud560 \uc218 \uc788\ub2e4\ub294 \uc6d0\ub9ac\uc5d0 \ub530\ub77c \uc791\ub3d9\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub2e4\uc591\ud55c \uc720\ud615\uc758 \ub514\uc9c0\ud138 \ucf58\ud150\uce20(\ud14d\uc2a4\ud2b8, \uc624\ub514\uc624, \ub3d9\uc601\uc0c1 \ub4f1)\ub97c \uc2e0\uacbd\ub9dd\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub294 \uacf5\ud1b5 \uc5b8\uc5b4\ub85c \uc0c9\uc778\ud654\ud569\ub2c8\ub2e4. \uc6b0\ub9ac\uc758 <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/generative-ai-development\/\"><span style=\"font-weight: 400\">\uc81c\ub108\ub808\uc774\ud2f0\ube0c AI \uac00\uc774\ub4dc<\/span><\/a><span style=\"font-weight: 400\"> \uc5d0\uc11c \uc2e0\uacbd\ub9dd \uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcfc \uc218 \uc788\ub294 \uc0dd\uc131\uc801 \uc801\ub300\uc801 \ub124\ud2b8\uc6cc\ud06c(GAN)\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">LLM\uc73c\ub85c \uc0dd\uc131\ub41c \ubaa8\ub378\uc740 \ubaa8\ub378\uc774 \ud559\uc2b5\ub41c \ub370\uc774\ud130\ub97c \ub098\ud0c0\ub0b4\ub294 \ubca1\ud130\ub97c \ubcf4\uc720\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Wikipedia\uc758 \uac01 \ub2e8\ub77d\uc744 \uc694\uc57d\ud558\uc5ec \ubca1\ud130\ub85c \uc0c9\uc778\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uc0ac\uc6a9\uc790\ub294 \uc790\uc2e0\uc758 \ub370\uc774\ud130 \ubca1\ud130(\uc77c\ubc18\uc801\uc73c\ub85c \uc784\ubca0\ub529 \ud504\ub85c\uc138\uc2a4\ub97c \ud1b5\ud574 \uc0dd\uc131)\ub97c \ubca1\ud130 \uac80\uc0c9 \uc2dc\uc2a4\ud15c\uc5d0 \uc81c\ucd9c\ud558\uc5ec \uc720\uc0ac\ud55c \ub2e8\ub77d\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774\ub7ec\ud55c \ub2e8\uacc4 \ub4a4\uc5d0\ub294 \ub9ce\uc740 \ub178\ub825\uc774 \ud544\uc694\ud558\uc9c0\ub9cc, \uc774\uac83\uc774 \ubc14\ub85c \ubcf8\uc9c8\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\ub294 3\ub2e8\uacc4<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\uac70\ub098 \uc0ac\uc6a9\ud558\ub294 \ub370\ub294 \uc138 \ub2e8\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc0ac\uc6a9\uc790 \uc9c0\uc815 \ub370\uc774\ud130 \ub610\ub294 \ucffc\ub9ac\ub97c \uc704\ud55c \uc784\ubca0\ub529 \ub9cc\ub4e4\uae30<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\ub85c \ud559\uc2b5\ub41c \ubca1\ud130 \uc5d4\uc9c4\uacfc \uacb0\uacfc\ub97c \ube44\uad50\ud558\uc5ec \uac00\uc7a5 \uc801\ud569\ud55c \uc758\ubbf8\ub860\uc801 \ub370\uc774\ud130\ub97c \ucc3e\uae30 \uc704\ud574 <\/span><i><span style=\"font-weight: 400\">\ucf54\ud37c\uc2a4<\/span><\/i><span style=\"font-weight: 400\"> \ubaa8\ub378 \ub0b4 \ub370\uc774\ud130\uc758 \ube44\uc728<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">LLM \uacb0\uacfc\ub97c \uc0ac\uc6a9\uc790 \uc9c0\uc815 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ub370\uc774\ud130 \ub610\ub294 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \ube44\uad50\ud558\uc5ec \ub354 \uad00\ub828\uc131 \ub192\uc740 \uc77c\uce58 \ud56d\ubaa9 \ucc3e\uae30<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400\">1\ub2e8\uacc4 - \uc694\uccad \uc784\ubca0\ub529 \ub9cc\ub4e4\uae30<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\uc784\ubca0\ub529\uc740 \ub098\uc911\uc5d0 \uc0c9\uc778\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ud0a4\uc640 \ub9c8\ucc2c\uac00\uc9c0\ub85c \ubca1\ud130 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ub370\uc774\ud130 \uc870\uac01\uc758 \uc9c0\ubb38\uacfc \uac19\uc740 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub370\uc774\ud130(\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \ub3d9\uc601\uc0c1 \ub4f1)\uac00 \ubca1\ud130 \uc784\ubca0\ub529 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc73c\ub85c \uc804\uc1a1\ub418\uba74 \uc774 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \uc774\ub97c \uc22b\uc790 \ubaa9\ub85d(\ubca1\ud130)\uc73c\ub85c \ubcc0\ud658\ud558\uc5ec \uc218\uce58\ub85c \ud45c\ud604\ud569\ub2c8\ub2e4. \uc774 \ubca1\ud130 \uc784\ubca0\ub529\uc740 \uc784\ubca0\ub529 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc81c\uacf5\ub41c \uac1d\uccb4\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uadf8 \uc774\uba74\uc5d0\uc11c\ub294 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM) \uc5d4\uc9c4\uc774 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uc5b4 \ub2e4\uc74c \ub2e8\uacc4\uc5d0\uc11c \ub3d9\uc77c\ud55c LLM\uc5d0\uc11c \uc77c\uce58\ud558\ub294 \ud56d\ubaa9\uc744 \uac80\uc0c9\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<div id=\"attachment_15361\" style=\"width: 951px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2024\/02\/image1-2.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-15361\" class=\"wp-image-15361 size-full\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2024\/02\/image1-2.png\" alt=\"Vector embedding process explained\" width=\"941\" height=\"365\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/02\/image1-2.png 941w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/02\/image1-2-300x116.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/02\/image1-2-768x298.png 768w\" sizes=\"auto, (max-width: 941px) 100vw, 941px\" \/><\/a><p id=\"caption-attachment-15361\" class=\"wp-caption-text\">\uc624\ube0c\uc81d\ud2b8\ub294 <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-are-vector-embeddings\/\">\ubca1\ud130 \uc784\ubca0\ub529<\/a> \ud504\ub85c\uc138\uc2a4.<\/p><\/div>\n<p><span style=\"font-weight: 400\">\ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc138\uacc4\uc5d0\uc11c\ub294 \ud14c\uc774\ube14 \uc5f4\uc758 \ud14d\uc2a4\ud2b8\ub97c \uc784\ubca0\ub529 \uc5d4\uc9c4\uc744 \ud1b5\ud574 \uc2e4\ud589\ud558\uace0 \ubca1\ud130 \uac1d\uccb4\ub97c \ud574\ub2f9 \ud589\uc758 \uc18d\uc131\uc774\ub098 JSON \uac1d\uccb4\uc5d0 \uc800\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uac01 \ubb38\uc11c \ub610\ub294 \ub808\ucf54\ub4dc\uc5d0 \ub300\ud55c \uc784\ubca0\ub529\uc740 \uac80\uc0c9 \uc694\uccad \uc911\uc5d0 \ud5a5\ud6c4 \ub0b4\ubd80 \ube44\uad50\ub97c \uc704\ud574 \uc0c9\uc778\ud654\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub9ac\ud14c\uc77c \uce74\ud0c8\ub85c\uadf8\ub97c \uac80\uc0c9\ud560 \uc218 \uc788\ub294 \uc6f9 \uc571\uc744 \uc608\ub85c \ub4e4\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uc758\ub958\uc758 \uc885\ub958\uc640 \uc0c9\uc0c1\uc744 \uc124\uba85\ud558\ub294 \ud14d\uc2a4\ud2b8\ub97c \uc785\ub825\ud558\uc5ec \uc7ac\uace0\uac00 \uc788\ub294\uc9c0 \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\uba74 \uc571\uc740 \ubca1\ud130 \uc784\ubca0\ub529 \ud504\ub85c\uc138\uc2a4\uc758 \uc77c\ubd80\ub85c \uc0ac\uc6a9\uc790 \uc694\uccad\uc744 LLM\uc73c\ub85c \uc804\uc1a1\ud569\ub2c8\ub2e4. LLM\uc740 \ub2e4\uc74c \ub2e8\uacc4\uc5d0\uc11c \uc0ac\uc6a9\ud560 \ubca1\ud130 \ud45c\ud604\uc744 \uacc4\uc0b0\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \"\ud30c\ub780\uc0c9 \ud2f0\uc154\uce20\"\ub294 JSON\uc73c\ub85c \uc800\uc7a5\ub41c \uc5ec\uae30\uc640 \uac19\uc774 \uace0\ucc28\uc6d0 \ubc30\uc5f4\uc5d0\uc11c \ub2e4\uc74c\uacfc \uac19\uc740 \ubca1\ud130\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<pre class=\"nums:false lang:java decode:true\">{\r\n\u00a0\u00a0\"word\": \"blue t-shirt\",\r\n\u00a0\u00a0\"embedding\": [0.72, -0.45, 0.88, 0.12, -0.65, 0.31, 0.55, 0.76]\r\n}<\/pre>\n<p><span style=\"font-weight: 400\">\uc9c0\ub098\uce58\uac8c \ub2e8\uc21c\ud654\ub41c \uc608\uc2dc\uc774\uc9c0\ub9cc, \ubca1\ud130 \uc784\ubca0\ub529\uc740 \uadfc\ubcf8\uc801\uc73c\ub85c \ud2b9\uc815 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc138\uc2a4\uc5d0\uc11c \ubd84\uc11d\ud55c \ub370\uc774\ud130\ub97c \uc694\uc57d\ud55c \ub2e4\ucc28\uc6d0 \ubc30\uc5f4\uc5d0 \ubd88\uacfc\ud569\ub2c8\ub2e4. \uc784\ubca0\ub529\uc740 \ub2e4\uc591\ud55c \uc720\ud615\uacfc \ud06c\uae30\ub85c \uc81c\uacf5\ub418\uba70 \ub2e4\uc591\ud55c LLM\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc9c0\ub9cc \uc774 \uae00\uc758 \ubc94\uc704\ub97c \ubc97\uc5b4\ub0a9\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400\">2\ub2e8\uacc4 - LLM\uc5d0\uc11c \uc77c\uce58\ud558\ub294 \ud56d\ubaa9 \ucc3e\uae30<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\uc774\uc81c LLM\uc774 \uae30\ubcf8\uc801\uc73c\ub85c \uadf8 \uae30\ubc18\uc774 \ub418\ub294 \ubaa8\ub4e0 \ub370\uc774\ud130 \uc870\uac01\uc5d0 \ub300\ud55c \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud588\ub2e4\uace0 \uc0dd\uac01\ud574 \ubcf4\uc138\uc694. \ub9cc\uc57d Wikipedia\ub97c \uc0ac\uc6a9\ud558\uc5ec LLM\uc744 \ud559\uc2b5\uc2dc\ucf30\ub2e4\uba74 \uac01 \ub2e8\ub77d\ub9c8\ub2e4 \uc790\uccb4 \uc784\ubca0\ub529\uc774 \uc0dd\uc131\ub418\uc5c8\uc744 \uac83\uc785\ub2c8\ub2e4. \uc218\ub9ce\uc740 \uc784\ubca0\ub529!<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uac80\uc0c9 \ub2e8\uacc4\ub294 \uc11c\ub85c \uac00\uc7a5 \uadfc\uc811\ud558\uac8c \uc77c\uce58\ud558\ub294 \uc784\ubca0\ub529\uc744 \ucc3e\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \ubca1\ud130 \uac80\uc0c9 \uc5d4\uc9c4\uc740 \uae30\uc874 \uc784\ubca0\ub529\uc744 \uc0ac\uc6a9\ud558\uac70\ub098 \uac80\uc0c9 \ucffc\ub9ac\uc5d0\uc11c \uc989\uc11d\uc5d0\uc11c \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774\ub098 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ucffc\ub9ac\uc5d0\uc11c \uc0ac\uc6a9\uc790 \ud14d\uc2a4\ud2b8 \uc785\ub825\uc744 \ubc1b\uc544 LLM\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc5d0\uc11c \uc720\uc0ac\ud55c \ucf58\ud150\uce20\ub97c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \uc77c\uce58 \ud56d\ubaa9\uc744 \ubc18\ud658\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc18c\ub9e4\uc5c5\uc758 \uc608\ub97c \uacc4\uc18d \uc774\uc5b4\uc11c, '\ud30c\ub780\uc0c9 \ud2f0\uc154\uce20' \ubca1\ud130 \uc784\ubca0\ub529\uc740 \uc720\uc0ac\ud55c \ub370\uc774\ud130\ub97c \ucc3e\uae30 \uc704\ud55c \ud0a4\ub85c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc571\uc740 \ud574\ub2f9 \ubca1\ud130\ub97c \uc911\uc559 LLM\uc73c\ub85c \uc804\uc1a1\ud558\uc5ec LLM\uc744 \uad6c\ucd95\ud560 \ub54c \ubd84\uc11d\ub41c \ud14d\uc2a4\ud2b8 \uc124\uba85\uc774\ub098 \uc774\ubbf8\uc9c0\ub97c \uae30\ubc18\uc73c\ub85c \uac00\uc7a5 \uc720\uc0ac\ud558\uace0 \uc758\ubbf8\uc801\uc73c\ub85c \uc5f0\uad00\uc131\uc774 \ub192\uc740 \ucf58\ud150\uce20\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc608\ub97c \ub4e4\uc5b4 \ubca1\ud130 \uc784\ubca0\ub529\uc758 \uc720\uc0ac\uc131\uc774 \uc77c\uce58\ud558\ub294 \ubb38\uc11c 5\uac1c\uc758 \ubaa9\ub85d\uc744 \ubc18\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf4\uc2dc\ub2e4\uc2dc\ud53c \uac01\uac01 \uace0\uc720\ud55c \ubca1\ud130 \ud45c\ud604\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<pre class=\"nums:false lang:js decode:true\">{\r\n\u00a0\u00a0\"embeddings\": [\r\n\u00a0\u00a0\u00a0\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"word\": \"blue t-shirt\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"embedding\": [0.72, -0.45, 0.88, 0.12, -0.65, 0.31, 0.55, 0.76]\r\n\u00a0\u00a0\u00a0\u00a0},\r\n\u00a0\u00a0\u00a0\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"word\": \"navy shirt\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"embedding\": [0.71, -0.42, 0.85, 0.15, -0.68, 0.29, 0.53, 0.78]\r\n\u00a0\u00a0\u00a0\u00a0},\r\n\u00a0\u00a0\u00a0\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"word\": \"azure top\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"embedding\": [0.73, -0.46, 0.87, 0.11, -0.64, 0.33, 0.56, 0.74]\r\n\u00a0\u00a0\u00a0\u00a0},\r\n\u00a0\u00a0\u00a0\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"word\": \"cobalt blouse\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"embedding\": [0.75, -0.41, 0.89, 0.14, -0.67, 0.28, 0.54, 0.77]\r\n\u00a0\u00a0\u00a0\u00a0},\r\n\u00a0\u00a0\u00a0\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"word\": \"sapphire tee\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"embedding\": [0.72, -0.44, 0.86, 0.13, -0.66, 0.30, 0.55, 0.76]\r\n\u00a0\u00a0\u00a0\u00a0},\r\n\u00a0\u00a0\u00a0\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"word\": \"denim shirt\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"embedding\": [0.70, -0.43, 0.84, 0.16, -0.69, 0.27, 0.52, 0.79]\r\n\u00a0\u00a0\u00a0\u00a0}\r\n\u00a0\u00a0]\r\n}<\/pre>\n<h3><span style=\"font-weight: 400\">3\ub2e8\uacc4 - \ub0b4 \ub370\uc774\ud130\uc640 \uc77c\uce58\ud558\ub294 \ud56d\ubaa9 \ucc3e\uae30<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\ucc3e\uace0\uc790 \ud558\ub294 \uac83\uc774 LLM\uc5d0 \uc800\uc7a5\ub41c \uc815\ubcf4\uc640 \uc77c\uce58\ud558\ub294 \uac83\ubfd0\uc774\ub77c\uba74 \uc791\uc5c5\uc774 \uc644\ub8cc\ub41c \uac83\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc9c4\uc815\ud55c \uc801\uc751\ud615 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \uae30\uc5c5 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uac19\uc740 \ub0b4\ubd80 \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \uc77c\uce58\ud558\ub294 \uc815\ubcf4\uc640 \ub370\uc774\ud130\ub97c \uac00\uc838\uc640\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ubb38\uc11c\ub098 \ub808\ucf54\ub4dc\uc5d0 \uc774\ubbf8 \ubca1\ud130 \uc784\ubca0\ub529\uc774 \uc800\uc7a5\ub418\uc5b4 \uc788\uace0 LLM\uc758 \uc77c\uce58 \ud56d\ubaa9\uc774 \uc788\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4. \uc774\uc81c \uc774\ub97c \uac00\uc838\uc640\uc11c \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubca1\ud130 \uac80\uc0c9 \uae30\ub2a5\uc73c\ub85c \uc804\uc1a1\ud558\uace0 \uad00\ub828 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubb38\uc11c\ub97c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc6b4\uc601\uc801\uc73c\ub85c\ub294 \ub610 \ub2e4\ub978 \uc0c9\uc778 \ud544\ub4dc\ucc98\ub7fc \ubcf4\uc774\uc9c0\ub9cc \uac80\uc0c9 \uacb0\uacfc\uc5d0 \ubcf4\ub2e4 \uc9c8\uc801\uc778 \ub290\ub08c\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \uc5b4\ub5bb\uac8c \uc77c\uce58\ud558\ub294 \ud56d\ubaa9\uc744 \ucc3e\ub098\uc694?<\/span><\/h3>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \uc138 \uac00\uc9c0 \uac1c\ub150\uc744 \uacb0\ud569\ud569\ub2c8\ub2e4: \uc0ac\uc6a9\uc790 \uc0dd\uc131 \ub370\uc774\ud130(\uc694\uccad), LLM <\/span><i><span style=\"font-weight: 400\">\ucf54\ud37c\uc2a4<\/span><\/i><span style=\"font-weight: 400\"> \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ub098\ud0c0\ub0b4\ub294 \ubaa8\ub378(\ubaa8\ub378)\uacfc \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc0ac\uc6a9\uc790 \uc9c0\uc815 \ub370\uc774\ud130(\uc0ac\uc6a9\uc790 \uc9c0\uc815 \uc77c\uce58)\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \ubca1\ud130 \uac80\uc0c9\uc744 \uc0ac\uc6a9\ud558\uba74 \uc774 \uc138 \uac00\uc9c0 \uc694\uc18c\uac00 \ud568\uaed8 \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \ubb34\uc5c7\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\ub098\uc694?<\/span><\/h2>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uace0 \ub3d9\uc77c\ud55c \ubc29\uc2dd\uc73c\ub85c \uc0dd\uc131\ub41c \ub2e4\ub978 \ub370\uc774\ud130\uc640 \ube44\uad50\ud560 \uc218 \uc788\ub294 \ud55c \ubaa8\ub4e0 \uc885\ub958\uc758 \ub370\uc774\ud130 \uac04\uc5d0 \uc720\uc0ac\uc131\uc744 \ucc3e\uc544\ub0c5\ub2c8\ub2e4(\ub3d9\uc77c\ud55c LLM\uc5d0\uc11c).<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc0ac\uc6a9\ub41c LLM\uc5d0 \ub530\ub77c LLM\uc774 \ud559\uc2b5\ub41c \uc18c\uc2a4 \ub370\uc774\ud130\ub85c \uc778\ud574 \uacb0\uacfc\uac00 \ud06c\uac8c \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ube44\uc2b7\ud55c \uc774\ubbf8\uc9c0\ub97c \uac80\uc0c9\ud558\ub824\uace0 \ud558\ub294\ub370 \uace0\uc804 \ubb38\ud559 \uc791\ud488\ub9cc \ud3ec\ud568\ub41c LLM\uc744 \uc0ac\uc6a9\ud558\uba74 \uc0ac\uc6a9\ud560 \uc218 \uc5c6\ub294 \uc751\ub2f5\uc744 \ubc1b\uac8c \ub429\ub2c8\ub2e4(\uace0\uc804 \uc791\uac00\uc758 \uc0ac\uc9c4\uc774\ub77c\uba74 \ud76c\ub9dd\uc774 \uc788\uc744 \uc218\ub3c4 \uc788\uc9c0\ub9cc).<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub9c8\ucc2c\uac00\uc9c0\ub85c, \ubc95\uc801 \uc18c\uc1a1\uc744 \uc9c4\ud589 \uc911\uc778\ub370 LLM\uc774 Reddit \ub370\uc774\ud130\ub85c\ub9cc \uad50\uc721\uc744 \ubc1b\uc558\ub2e4\uba74 \uc5b8\uc820\uac00 (\ubb3c\ub860 \ubcc0\ud638\uc0ac \uc790\uaca9\uc774 \ubc15\ud0c8\ub41c \ud6c4) \uba4b\uc9c4 \uc601\ud654\uac00 \ub420 \uc218 \uc788\ub294 \ub3c5\ud2b9\ud55c \uc2dc\ub098\ub9ac\uc624\ub97c \uc900\ube44\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uadf8\ub807\uae30 \ub54c\ubb38\uc5d0 \uacbd\ud5d8\uc744 \uc81c\uacf5\ud558\ub294 LLM\uc774 \uc62c\ubc14\ub978 \ud0c0\uac9f\ud305\uc744 \ud558\uace0 \uc788\ub294\uc9c0 \ud655\uc778\ud574\uc57c \ud569\ub2c8\ub2e4. <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/vector-search-at-the-edge-with-couchbase-mobile\/\">\ubca1\ud130 \uac80\uc0c9 \uc0ac\uc6a9 \uc0ac\ub840<\/a> \ud544\uc694\ud55c \uc815\ubcf4\uac00 \uc911\uc694\ud569\ub2c8\ub2e4. \ub9e4\uc6b0 \ud070 \uaddc\ubaa8\uc758 \uc77c\ubc18 LLM\uc740 \ub354 \ub9ce\uc740 \ub9e5\ub77d\uc744 \ub2f4\uace0 \uc788\uc9c0\ub9cc, \uc5c5\uacc4\uc5d0 \ud2b9\ud654\ub41c LLM\uc740 \ube44\uc988\ub2c8\uc2a4\uc5d0 \ub354 \uc815\ud655\ud558\uace0 \ubbf8\ubb18\ud55c \uc815\ubcf4\ub97c \ub2f4\uace0 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc774 \ub300\uaddc\ubaa8\ub85c \uc218\ud589\ub418\ub294 \ubc29\uc2dd<\/span><\/h2>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc744 \uc218\ud589\ud558\ub294 \ubaa8\ub4e0 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc2dc\uc2a4\ud15c\uc740 \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc73c\ub85c \uc804\ud658\ub420 \ub54c \ud655\uc7a5\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4( <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/cloud-data-replication\/\"><span style=\"font-weight: 400\">\ud074\ub77c\uc6b0\ub4dc \ub370\uc774\ud130 \ubcf5\uc81c \uac00\uc774\ub4dc<\/span><\/a><span style=\"font-weight: 400\">). \ub530\ub77c\uc11c \ubca1\ud130 \uac80\uc0c9 \uc2dc\uc2a4\ud15c\uc740 \ub2e4\uc74c\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><b>\uc778\ub371\uc2a4 \ubcf5\uc81c \ubc0f \uc0e4\ub529<\/b><span style=\"font-weight: 400\"> \ud2b9\ud788 \uc911\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc778\ub371\uc2a4\ub97c \uac80\uc0c9\ud558\uc5ec \uc77c\uce58\ud558\ub294 \ud56d\ubaa9\uc744 \ucc3e\uc544\uc57c \ud558\ub294 \uacbd\uc6b0 \uc6cc\ud06c\ub85c\ub4dc\ub97c \uc5ec\ub7ec \ub178\ub4dc\uc5d0 \ubd84\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub9c8\ucc2c\uac00\uc9c0\ub85c \uc0c8 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uace0 \uc0c9\uc778\uc744 \uc0dd\uc131\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><b>\ub9ac\uc18c\uc2a4 \uaca9\ub9ac<\/b><span style=\"font-weight: 400\">\ub97c \uc0ac\uc6a9\ud558\ubbc0\ub85c \ub2e4\ub978 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uae30\ub2a5\uc740 \uc601\ud5a5\uc744 \ubc1b\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub9ac\uc18c\uc2a4 \uaca9\ub9ac\ub294 \ubca1\ud130 \uac80\uc0c9 \uad00\ub828 \ud568\uc218\uac00 \uc790\uccb4 \uba54\ubaa8\ub9ac, CPU \ubc0f \uc2a4\ud1a0\ub9ac\uc9c0 \ub9ac\uc18c\uc2a4\ub97c \uac00\uc9c0\uace0 \uc788\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub370\uc774\ud130\ubca0\uc774\uc2a4 \ud658\uacbd\uc5d0\uc11c\ub294 \ubaa8\ub4e0 \uc11c\ube44\uc2a4\uc5d0 \ub9ac\uc18c\uc2a4\ub97c \uc801\uc808\ud788 \ud560\ub2f9\ud558\uc5ec \uc11c\ube44\uc2a4\uac00 \uacbd\uc7c1\ud558\uc9c0 \uc54a\ub3c4\ub85d \ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ud14c\uc774\ube14 \ucffc\ub9ac, \uc2e4\uc2dc\uac04 \ubd84\uc11d, \ub85c\uae45, \ub370\uc774\ud130 \uc800\uc7a5\uc18c \uc11c\ube44\uc2a4\ub294 \ubaa8\ub450 \ubca1\ud130 \uac80\uc0c9 \uc11c\ube44\uc2a4 \uc678\uc5d0 \uac01\uc790\uc758 \uacf5\uac04\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><b>LLM \uc561\uc138\uc2a4\ub97c \uc704\ud55c \ubd84\uc0b0 API<\/b><span style=\"font-weight: 400\"> \ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4. \ub2e4\ub978 \ub9ce\uc740 \uc11c\ube44\uc2a4\uc5d0\uc11c \uc784\ubca0\ub529\uc744 \uc694\uccad\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\ub294 API\uc640 \uc2dc\uc2a4\ud15c\ub3c4 \ud2b8\ub798\ud53d \uc99d\uac00\uc5d0 \ub530\ub77c \ud655\uc7a5\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 LLM \uc11c\ube44\uc2a4\uc758 \uacbd\uc6b0 \ud504\ub85c\ud1a0\ud0c0\uc785 \uc81c\uc791\uc744 \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ud574\ub2f9 \uc11c\ube44\uc2a4\uc758 \uc11c\ube44\uc2a4 \uc218\uc900 \uacc4\uc57d\uc5d0 \ub530\ub77c \ud504\ub85c\ub355\uc158 \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud560 \uc218 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uc138\uc694.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc678\ubd80 \uc11c\ube44\uc2a4\ub97c \uc0ac\uc6a9\ud558\uba74 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \ud655\uc7a5\ud560 \uc218 \uc788\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc9c0\ub9cc, \ud655\uc7a5 \uaddc\ubaa8\uac00 \ucee4\uc9c8\uc218\ub85d \ucd94\uac00 \uc790\uae08\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc635\uc158\uc744 \ud3c9\uac00\ud560 \ub54c \uc2ac\ub77c\uc774\ub529 \uac00\uaca9 \ucc99\ub3c4\ub97c \uba85\ud655\ud558\uac8c \uc774\ud574\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc758 \ubbf8\ub798<\/span><\/h2>\n<p><span style=\"font-weight: 400\">\uc801\uc751\ud615 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc740 \ub2e4\uc74c\uc744 \ud1b5\ud574 \uc9c0\uc6d0\ub429\ub2c8\ub2e4. <\/span><a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/search\/hybrid-search-overview\"><span style=\"font-weight: 400\">\ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9<\/span><\/a><span style=\"font-weight: 400\"> \uc2dc\ub098\ub9ac\uc624. \uc55e\uc73c\ub85c\ub294 \ub2e8\uc77c \uac80\uc0c9 \ub610\ub294 \ucffc\ub9ac \ubc29\ubc95\ub9cc\uc73c\ub85c\ub294 \ub354 \uc774\uc0c1 \ud544\uc694\ud55c \uc720\uc5f0\uc131\uc744 \ud655\ubcf4\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9 \uae30\ub2a5\uc740 \ubca1\ud130 \uac80\uc0c9\uc744 \uc0ac\uc6a9\ud574 \uc758\ubbf8\ub860\uc801\uc73c\ub85c \uc77c\uce58\ud558\ub294 \uacb0\uacfc\ub97c \uc5bb\uc73c\uba74\uc11c\ub3c4 \uae30\ubcf8 SQL \uc220\uc5b4\uc640 \uacf5\uac04 \uc778\ub371\uc2a4\ub97c \uc0ac\uc6a9\ud55c \uc9c0\ub9ac\uc801 \ucffc\ub9ac\ub97c \uc0ac\uc6a9\ud574 \uacb0\uacfc \ubc94\uc704\ub97c \uc881\ud790 \uc218 \uc788\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. <\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774\ub7ec\ud55c \uae30\ub2a5\uc744 \ud558\ub098\uc758 \ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9 \ud658\uacbd\uc73c\ub85c \uacb0\ud569\ud558\uba74 \uac1c\ubc1c\uc790\uac00 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ucd5c\ub300\ud55c\uc758 \uc720\uc5f0\uc131\uc744 \ub04c\uc5b4\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ubaa8\ub4e0 <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/cloud-to-edge-ai-with-a-mobile-database-platform\/\">\ubaa8\ubc14\uc77c\ub85c \uc5e3\uc9c0\uae4c\uc9c0 \ubca1\ud130 \uac80\uc0c9 \uae30\ub2a5 \uc81c\uacf5<\/a> \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ud1b5\ud569\uc740 \ubb3c\ub860 \ud074\ub77c\uc6b0\ub4dc \ubc0f \uc628\ud504\ub808\ubbf8\uc2a4\uc5d0\uc11c\ub3c4 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/an-overview-of-retrieval-augmented-generation\/\"><b>\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG)<\/b><\/a><span style=\"font-weight: 400\"> \ub97c \uc0ac\uc6a9\ud558\uba74 \uac1c\ubc1c\uc790\uac00 LLM \uc704\uc5d0 \ub354\uc6b1 \ub9de\ucda4\ud654\ub41c \ubb38\ub9e5 \uc778\uc2dd\uc744 \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 LLM\uc744 \uc7ac\uad50\uc721\ud560 \ud544\uc694\uc131\uc774 \uc904\uc5b4\ub4dc\ub294 \ub3d9\uc2dc\uc5d0 \uac1c\ubc1c\uc790\ub294 \uc784\ubca0\ub529\uacfc \ub9e4\uce6d\uc744 \ucd5c\uc2e0 \uc0c1\ud0dc\ub85c \uc720\uc9c0\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \ub610\ud55c \ub2e4\uc74c\uacfc \uac19\uc740 \uc720\ud615\uc73c\ub85c \uc815\uc758\ub429\ub2c8\ub2e4. <\/span><b>\ud50c\ub7ec\uadf8\ud615 \uc9c0\uc2dd \ubaa8\ub4c8<\/b><span style=\"font-weight: 400\"> \ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc758 LLM\uc744 \uae30\ubc18\uc73c\ub85c \uad11\ubc94\uc704\ud55c \uc815\ubcf4\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc804\ubd07\ub300\ub97c \uad00\ub9ac\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \ubaa8\ubc14\uc77c \ud604\uc7a5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc0c1\uc0c1\ud574 \ubcf4\uc138\uc694. \uc2dc\ub9e8\ud2f1 \uc774\ubbf8\uc9c0 \uac80\uc0c9\uc744 \ud1b5\ud574 \uc804\ubd07\ub300\uc758 \ubb3c\ub9ac\uc801 \uad6c\uc870 \ubb38\uc81c\ub97c \ud30c\uc545\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218\ub3c4 \uc788\uc9c0\ub9cc, \uc2dd\ubb3c\uc5d0 \ub300\ud55c \ub610 \ub2e4\ub978 \uc9c0\uc2dd \ubaa8\ub4c8\uc744 \ud1b5\ud574 \uadfc\ucc98\uc5d0 \ub3c5\uc131 \uc2dd\ubb3c\uc774 \uc788\ub2e4\ub294 \uac83\uc744 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uacbd\uace0\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400\">Couchbase\uc758 AI \ub9ac\uc18c\uc2a4<\/span><\/h2>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9, \uc804\ub7b5 \ubc0f \uae30\ud0c0 \uad00\ub828 \uc8fc\uc81c\uc5d0 \ub300\ud574 \uacc4\uc18d \uc77d\uc5b4\ubcf4\uc138\uc694. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/tag\/artificial-intelligence\/\"><span style=\"font-weight: 400\">\uc778\uacf5 \uc9c0\ub2a5<\/span><\/a><span style=\"font-weight: 400\">\uc5d0\uc11c \ub2e4\uc74c \ub9ac\uc18c\uc2a4\ub97c \ud655\uc778\ud558\uc138\uc694:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li style=\"font-weight: 400\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-are-vector-embeddings\/\"><span style=\"font-weight: 400\">\ubca1\ud130 \uc784\ubca0\ub529\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/span><\/a><\/li>\n<li style=\"font-weight: 400\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/vector-databases\/\"><span style=\"font-weight: 400\">\ud55c \ucc28\uc6d0 \ub192\uc740 \uac80\uc0c9\uc744 \uc2e4\ud604\ud558\uc138\uc694: \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ud798<\/span><\/a><\/li>\n<li style=\"font-weight: 400\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/an-overview-of-retrieval-augmented-generation\/\"><span style=\"font-weight: 400\">\uac80\uc0c9 \uc99d\uac15 \uc138\ub300 \uac1c\uc694<\/span><\/a><\/li>\n<li style=\"font-weight: 400\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/ai-cloud-services\/\"><span style=\"font-weight: 400\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4, \uc0c8\ub85c\uc6b4 AI \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 '\uce74\ud3a0\ub77c \uc544\uc774\ud050' \ucd9c\uc2dc<\/span><\/a><\/li>\n<li style=\"font-weight: 400\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/large-language-models-explained\/\"><span style=\"font-weight: 400\">\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uc124\uba85<\/span><\/a><\/li>\n<li style=\"font-weight: 400\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/generative-ai-development\/\"><span style=\"font-weight: 400\">\uc81c\ub108\ub808\uc774\ud2f0\ube0c AI \uac1c\ubc1c \uac00\uc774\ub4dc<\/span><\/a><\/li>\n<li style=\"font-weight: 400\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-is-generative-ai\/\"><span style=\"font-weight: 400\">\uc81c\ub108\ub808\uc774\ud2f0\ube0c AI\uc640 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc758 \uc791\ub3d9 \ubc29\uc2dd<\/span><\/a><\/li>\n<li style=\"font-weight: 400\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/genai-a-new-tool-in-the-developer-toolbox\/\"><span style=\"font-weight: 400\">GenAI: \uac1c\ubc1c\uc790 \ub3c4\uad6c \uc0c1\uc790\uc758 \uc0c8\ub85c\uc6b4 \ub3c4\uad6c<\/span><\/a><\/li>\n<li>\ubca1\ud130 \uac80\uc0c9\uc744 \uc9c1\uc811 \uccb4\ud5d8\ud574 \ubcf4\uc138\uc694:\n<ul>\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/downloads\/?family=couchbase-server\">Couchbase Server 7.6 \ub2e4\uc6b4\ub85c\ub4dc<\/a><\/li>\n<li><a href=\"https:\/\/cloud.couchbase.com\/sign-up\">\ubb34\ub8cc Capella DBaaS \ud3c9\uac00\ud310 \uac00\uc785<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9 FAQ<\/span><\/h2>\n<p><b>\ubca1\ud130 \uac80\uc0c9\uc774 \uc911\uc694\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/b><\/p>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uac80\uc0c9\uc740 \ucd5c\uc2e0 \uba38\uc2e0\ub7ec\ub2dd\uacfc AI \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub514\uc9c0\ud138 \ub370\uc774\ud130 \uac04\uc758 \uc720\uc0ac\uc131\uacfc \ub9e5\ub77d\uc744 \ucc3e\ub294 \uc0c8\ub85c\uc6b4 \ubc29\ubc95\uc744 \uc81c\uacf5\ud55c\ub2e4\ub294 \uc810\uc5d0\uc11c \uc911\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ubca1\ud130 \uac80\uc0c9 \uc784\ubca0\ub529\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/b><\/p>\n<p><span style=\"font-weight: 400\">\ubca1\ud130 \uc784\ubca0\ub529\uc740 \ubd84\uc11d\ub41c \ub370\uc774\ud130\uc758 \uace0\uc720\ud55c \uc22b\uc790 \ud45c\ud604\uc744 \uc800\uc7a5\ud558\ub294 \ubca1\ud130\uc785\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc740 \ub2e4\uc74c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.ibm.com\/topics\/machine-learning\"><span style=\"font-weight: 400\">\uba38\uc2e0 \ub7ec\ub2dd(ML)<\/span><\/a><span style=\"font-weight: 400\"> \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc785\ub825 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ub370\uc774\ud130\ub97c \uc124\uba85\ud558\ub294 \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \ubca1\ud130 \uc784\ubca0\ub529\uc740 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub098 \ud30c\uc77c\uc5d0 \uc800\uc7a5\ub418\uc5b4 \ub2e4\ub978 \uc6a9\ub3c4\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\uae30\uc874 \uac80\uc0c9\uacfc \ubca1\ud130 \uac80\uc0c9\uc758 \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/b><\/p>\n<p><span style=\"font-weight: 400\">\uac00\uc7a5 \ud070 \ucc28\uc774\uc810\uc740 \uae30\uc874 \uac80\uc0c9\uc740 \uc815\ud655\ud558\uace0 \uc815\ubc00\ud55c \ud0a4\uc6cc\ub4dc \ub610\ub294 \uad6c\ubb38 \uac80\uc0c9\uc5d0 \ucd5c\uc801\ud654\ub41c \ubc18\uba74, \ubca1\ud130 \uac80\uc0c9\uc740 \ubcf4\ub2e4 \uc815\uc758\ub41c \uc758\ubbf8\uc758 \ub9e5\ub77d\uc5d0\uc11c \uc720\uc0ac\ud55c \uac1c\ub150\uc744 \ucc3e\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><b>\ubca1\ud130 \uac80\uc0c9\uc5d0 \ub530\ub974\ub294 \uc5b4\ub824\uc6c0\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/b><\/p>\n<p><span style=\"font-weight: 400\">\uac00\uc7a5 \ud070 \ubb38\uc81c\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uace0 \ucee8\ud14d\uc2a4\ud2b8 \uc77c\uce58 \ud56d\ubaa9\uc744 \ucc3e\uae30 \uc704\ud574 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc5d0 \uc758\uc874\ud574\uc57c \ud55c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc774\ub294 \uc624\ub298\ub0a0 \uc815\ubcf4 \uc544\ud0a4\ud14d\ucc98\uc758 \uc0c8\ub85c\uc6b4 \ubd80\ubd84\uc774\uba70 \uc2e0\uc911\ud55c \ubcf4\uc548, \uc131\ub2a5 \ubc0f \ud655\uc7a5\uc131 \ud3c9\uac00\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>What is Vector Search? Developers are flocking to vector search to make their applications more adaptive to their users. As the term search implies, vector search is for finding and comparing objects using a concept known as vectors. 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