{"id":18003,"date":"2026-03-30T11:38:20","date_gmt":"2026-03-30T18:38:20","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=18003"},"modified":"2026-03-30T11:47:43","modified_gmt":"2026-03-30T18:47:43","slug":"build-a-celebrity-look-alike-app-with-multimodal-vector-search-and-couchbase","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/build-a-celebrity-look-alike-app-with-multimodal-vector-search-and-couchbase\/","title":{"rendered":"\uba40\ud2f0\ubaa8\ub2ec \ubca1\ud130 \uac80\uc0c9\uacfc Couchbase\ub97c \uc774\uc6a9\ud55c \uc720\uba85\uc778 \ub2ee\uc740\uaf34 \uc571 \uad6c\ucd95"},"content":{"rendered":"<p><span style=\"font-weight: 400\">\ub300\ubd80\ubd84\uc758 AI \ub370\ubaa8\ub294 30\ucd08 \ub3d9\uc548 \uc778\uc0c1\uc801\uc774\uc9c0\ub9cc, \ub9c8\uc74c\uc18d\uc5d0\ub294 \ud55c \uac00\uc9c0 \uc9c8\ubb38\uc774 \ub0a8\uc2b5\ub2c8\ub2e4. \"\uc2e4\uc81c\ub85c \uc774\uac83\uc744 \uc5b4\ub5bb\uac8c \ub9cc\ub4e4 \uc218 \uc788\uc9c0?\"<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774\uac83\uc740 \ub2e4\ub985\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774 \uac8c\uc2dc\ubb3c\uc5d0\uc11c\ub294 \uc5bc\uad74 \uc0ac\uc9c4\uc744 \uc5c5\ub85c\ub4dc\ud558\uc5ec \ubc00\ub9ac\ucd08 \uc548\uc5d0 \ucd5c\uace0\uc758 \uc720\uba85\uc778 \uc77c\uce58 \ud56d\ubaa9\uc744 \ubc18\ud658\ud558\ub294 \uac04\ub2e8\ud558\uc9c0\ub9cc \uac15\ub825\ud55c \uba40\ud2f0\ubaa8\ub2ec AI \uc571\uc744 \ub9cc\ub4e4\uc5b4 \ubcfc \uac83\uc785\ub2c8\ub2e4. \uc774 \uc571\uc740 \ub0b4\ubd80\uc801\uc73c\ub85c \ub85c\uceec \uc5bc\uad74 \uc784\ubca0\ub529, Couchbase Capella \ubca1\ud130 \uac80\uc0c9, \uadf8\ub9ac\uace0 \uacbd\ub7c9 FastAPI \ubc31\uc5d4\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\ub97c \uac80\uc0c9 \uac00\ub2a5\ud55c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uace0 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc77c\uce58 \ud56d\ubaa9\uc744 \uac80\uc0c9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ud45c\uba74\uc801\uc73c\ub85c\ub294 \uc7ac\ubbf8\uc788\ub294 \ub370\ubaa8\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c\ub294 \uc911\uc694\ud55c \ud328\ud134\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4:<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ube44\uc815\ud615 \uc785\ub825 \u2192 \uc784\ubca0\ub529 \uc0dd\uc131 \u2192 \ubca1\ud130 \uac80\uc0c9 \u2192 \ud544\ud130\ub9c1\ub41c \uacb0\uacfc<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uadf8\uac83\uacfc \ub3d9\uc77c\ud55c \ud328\ud134\uc774 \uc2e0\uc6d0 \ud655\uc778, \uc0ac\uae30 \ud0d0\uc9c0, \uc2dc\uac01 \uac80\uc0c9, \uac1c\uc778\ud654 \ubc0f \ubbf8\ub514\uc5b4 \uc790\uc0b0 \uc77c\uce58\uc5d0\ub3c4 \ub098\ud0c0\ub0a9\ub2c8\ub2e4.<\/span><\/p>\n<h2><b>\uc774 \ub370\ubaa8\uac00 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \uc911\uc694\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\uc774 \uc571\uc740 \ub2e8\uc21c\ud788 \u201c\uc7ac\ubbf8\ub97c \uc704\ud55c AI\u201d\uac00 \uc544\ub2d9\ub2c8\ub2e4. \ubcc4\ub3c4\uc758 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4, \uba54\ud0c0\ub370\uc774\ud130 \uc800\uc7a5\uc18c \ubc0f \ub3d9\uae30\ud654 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud1b5\ud569\ud558\uc9c0 \uc54a\uace0 \uba40\ud2f0\ubaa8\ub2ec \uac80\uc0c9\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uc2e4\uc6a9\uc801\uc778 \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774\ubbf8\uc9c0 \ud55c \uc7a5\uc744 \uc5c5\ub85c\ub4dc\ud558\uba74, \uc571\uc740:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc5bc\uad74\uc744 \ub85c\uceec\uc5d0\uc11c \uac10\uc9c0<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">512\ucc28\uc6d0 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ud574\ub2f9 \ubca1\ud130\ub97c Couchbase\ub85c \ubcf4\ub0c5\ub2c8\ub2e4<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">12,000\uac1c \uc774\uc0c1\uc758 \uc720\uba85\uc778 \uc5bc\uad74 \uc784\ubca0\ub529\uc5d0 \ub300\ud574 \uc720\uc0ac\uc131 \uac80\uc0c9\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc810\uc218\uc640 \ud568\uaed8 \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc0c1\uc704 3\uac1c \uc77c\uce58 \ud56d\ubaa9\uc744 \ubc18\ud658\ud569\ub2c8\ub2e4<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\uacb0\uacfc\ub294 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc9c1\uad00\uc801\uc785\ub2c8\ub2e4: \uc0ac\uc9c4 \uc5c5\ub85c\ub4dc \u2192 \ucd5c\uace0 \uc5f0\uc608\uc778 \ub9e4\uce58 \uacb0\uacfc \ud655\uc778.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc2e4\uc2dc\uac04 \uc774\ubbf8\uc9c0 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \uc704\ud55c \uae54\ub054\ud55c \ub808\ud37c\ub7f0\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub85c \uac1c\ubc1c\uc790\uc5d0\uac8c \ub354 \uc720\uc6a9\ud55c \uacb0\uacfc\uac00 \ub098\uc635\ub2c8\ub2e4.<\/span><\/p>\n<h2><b>\uc571\uc774 \ud558\ub294 \uc77c<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\uc774 \uc571\uc740 \uc5bc\uad74 \uc774\ubbf8\uc9c0\ub97c \ubc1b\uc544 \uc720\uba85\uc778 \uc784\ubca0\ub529 \ub370\uc774\ud130\uc14b\uacfc \ube44\uad50\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>\ud604\uc7ac \uae30\ub2a5<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">InsightFace\ub97c \uc774\uc6a9\ud55c \uc5bc\uad74 \ud0d0\uc9c0 \ubc0f \uc784\ubca0\ub529 \uc0dd\uc131<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Couchbase \ubca1\ud130 \uac80\uc0c9\uc744 \uc774\uc6a9\ud55c \uc2e4\uc2dc\uac04 \uadfc\uc811 \uc774\uc6c3 \uac80\uc0c9<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc131\ubcc4 \uae30\ubc18 \ud544\ud130\ub9c1<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc0c1\uc704 k\uac1c \uacb0\uacfc \uc21c\uc704<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">100\uba85\uc758 \uc720\uba85\uc778\uc5d0 \uac78\uce5c 12,094\uac1c\uc758 \uc774\ubbf8\uc9c0 \uc9c0\uc6d0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\uc774\ub294 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ub2e8\uc21c\ud558\uac8c \ub9cc\ub4e4\uc9c0\ub9cc, \ub0b4\uba74\uc758 \ub514\uc790\uc778\uc740 \uc0dd\uc0b0\uacfc \uad00\ub828\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><b>\uc791\ub3d9 \ubc29\uc2dd<\/b><\/h2>\n<h3><b>1. \uc774\ubbf8\uc9c0\ub97c \ubca1\ud130\ub85c \ubcc0\ud658<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\uc774 \ub370\ubaa8\ub294 InsightFace\uc758 <\/span><span style=\"font-weight: 400\">\ubc84\ud314\ub85c<\/span><span style=\"font-weight: 400\"> \uc5c5\ub85c\ub4dc\ub41c \uc774\ubbf8\uc9c0\uc5d0\uc11c \uc5bc\uad74 \uc784\ubca0\ub529\uc744 \ucd94\ucd9c\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \ud574\ub2f9 \uc784\ubca0\ub529\uc740 \uc5bc\uad74\uc758 \ubc00\uc9d1\ub41c \uc22b\uc790 \ud45c\ud604\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc2e4\uc9c8\uc801\uc73c\ub85c \uc774 \ubca1\ud130\ub294 \uc5bc\uad74 \uae30\ud558\ud559, \uac04\uaca9, \ube44\uc728, \uad6c\uc870\uc801 \ud328\ud134\uacfc \uac19\uc740 \ud2b9\uc9d5\uc744 \ud3ec\ucc29\ud569\ub2c8\ub2e4. \ube44\uc2b7\ud558\uac8c \uc0dd\uae34 \uc5bc\uad74\uc740 \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \uc11c\ub85c \uac00\uae4c\uc6b4 \ubca1\ud130\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre class=\"lang:default decode:true\">from insightface.app import FaceAnalysis\r\n\r\nmodel = FaceAnalysis(name=\"buffalo_l\")\r\nfaces = model.get(image)\r\nembedding = faces[0].embedding\r\n<\/pre>\n<p><span style=\"font-weight: 400\">\uc774\ub294 \uac10\uc9c0\ub41c \uc5bc\uad74\uc5d0 \ub300\ud574 512\ucc28\uc6d0 \ubca1\ud130\ub97c \uc804\ub2ec\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>2. \uba54\ud0c0\ub370\uc774\ud130\uc640 \ud568\uaed8 \uc784\ubca0\ub529 \uc800\uc7a5<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\uac01 \uc5f0\uc608\uc778 \uc5bc\uad74\uc740 \uba54\ud0c0\ub370\uc774\ud130\uc640 \uc784\ubca0\ub529\uc744 \ub3d9\uc77c\ud55c \ub808\ucf54\ub4dc\uc5d0 \ud3ec\ud568\ud558\uc5ec Couchbase\uc5d0 \ubb38\uc11c\ub85c \uc800\uc7a5\ub429\ub2c8\ub2e4.<\/span><\/p>\n<pre class=\"lang:default decode:true\">{\r\n  \"type\": \"celebrity_face\",\r\n  \"celebrity_id\": 4,\r\n  \"celebrity_name\": \"Shah Rukh Khan\",\r\n  \"gender\": \"male\",\r\n  \"embedding\": [0.023, -0.045, 0.089, ...]\r\n}\r\n<\/pre>\n<p><span style=\"font-weight: 400\">\uc774\uac83\uc774 \uc911\uc694\ud55c \uc774\uc720\ub294 \uac1c\ubc1c\uc790\uac00 \uad6c\uc870\ud654\ub41c \ud544\ub4dc\uc640 \ubca1\ud130 \ub370\uc774\ud130\ub97c \uc5ec\ub7ec \uc2dc\uc2a4\ud15c\uc73c\ub85c \ubd84\uc0b0\uc2dc\ud0a4\ub294 \ub300\uc2e0 \ud568\uaed8 \uc720\uc9c0\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>3. \ubca1\ud130 \uc720\uc0ac\ub3c4 \uac80\uc0c9 \uc2e4\ud589<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\ucffc\ub9ac \uc784\ubca0\ub529\uc774 \uc0dd\uc131\ub418\uba74 \uc571\uc740 Couchbase\uc758 \ubca1\ud130 \uc778\ub371\uc2a4\ub97c \ub300\uc0c1\uc73c\ub85c \ucd5c\uadfc\uc811 \uc774\uc6c3 \uac80\uc0c9\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre class=\"lang:default decode:true\">{\r\n  \"knn\": [\r\n    {\r\n      \"field\": \"embedding\",\r\n      \"vector\": [...512 floats...],\r\n      \"k\": 3\r\n    }\r\n  ]\r\n}\r\n<\/pre>\n<p><span style=\"font-weight: 400\">\ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc720\uc0ac\ub3c4 \uc21c\uc73c\ub85c \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc77c\uce58 \ud56d\ubaa9\uc744 \ubc18\ud658\ud569\ub2c8\ub2e4. \ubca1\ud130 \uc778\ub371\uc2a4\uc640 \uba54\ud0c0\ub370\uc774\ud130\uac00 \ud568\uaed8 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc131\ubcc4, \uc9c0\uc5ed \ub610\ub294 \uce74\ud14c\uace0\ub9ac\uc640 \uac19\uc740 \ud544\ud130\uc640 \uc720\uc0ac\ub3c4\ub97c \uacb0\ud569\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><b>\uc544\ud0a4\ud14d\ucc98 \uac1c\uc694<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\uc2dc\uc2a4\ud15c\uc740 \uc758\ub3c4\uc801\uc73c\ub85c \ub2e8\uc21c\ud569\ub2c8\ub2e4:<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ube0c\ub77c\uc6b0\uc800 \u2192 FastAPI \u2192 InsightFace (\ub85c\uceec \ucd94\ub860) \u2192 Couchbase Capella \ubca1\ud130 \uac80\uc0c9 \u2192 \uacb0\uacfc<\/span><\/p>\n<h3><b>\uc2a4\ud0dd<\/b><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18004\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2026\/03\/Screenshot-2026-03-30-at-10.28.10-AM.png\" alt=\"\" width=\"1262\" height=\"520\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2026\/03\/Screenshot-2026-03-30-at-10.28.10-AM.png 1262w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2026\/03\/Screenshot-2026-03-30-at-10.28.10-AM-300x124.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2026\/03\/Screenshot-2026-03-30-at-10.28.10-AM-1024x422.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2026\/03\/Screenshot-2026-03-30-at-10.28.10-AM-768x316.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2026\/03\/Screenshot-2026-03-30-at-10.28.10-AM-18x7.png 18w\" sizes=\"auto, (max-width: 1262px) 100vw, 1262px\" \/><\/p>\n<h2><b>\uc9c0\uc5ed \ucd94\ub860\uc774 \ub3c4\uc6c0\uc774 \ub418\ub294 \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\uc774 \ub370\ubaa8\uc5d0\uc11c\ub294 \uc6d0\uaca9 \ubaa8\ub378 \uc5d4\ub4dc\ud3ec\uc778\ud2b8\ub97c \ud638\ucd9c\ud558\ub294 \ub300\uc2e0 \uc5bc\uad74 \uc784\ubca0\ub529 \uc0dd\uc131\uc774 \ub85c\uceec\uc5d0\uc11c \uc2e4\ud589\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uadf8\uac83\uc740 \uc989\uac01\uc801\uc778 \ub450 \uac00\uc9c0 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ud638\uc2a4\ud2b8\ub41c \ucd94\ub860 \uc11c\ube44\uc2a4\ub85c \uc774\ubbf8\uc9c0\ub97c \uc655\ubcf5\ud560 \ud544\uc694\uac00 \uc5c6\uc5b4 \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uc904\uc5b4\ub4ed\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc784\ubca0\ub529 \uc0dd\uc131 \uc911\uc5d0 \uc6d0\ubcf8 \uc774\ubbf8\uc9c0\uac00 \ub85c\uceec\uc5d0 \ub0a8\uc544 \uc788\uae30 \ub54c\ubb38\uc5d0 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc218\uc900\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\uac1c\ubc1c\uc790\uc5d0\uac8c\ub294 \uc774\uac83\uc774 \uc911\uc694\ud55c \ub514\uc790\uc778 \ud328\ud134\uc785\ub2c8\ub2e4. \uac80\uc0c9\uc774 \uc2dc\uc791\ub418\uae30 \uc804\uc5d0 \uc6d0\uc2dc \uc0ac\uc6a9\uc790 \ucf58\ud150\uce20\ub97c \uc6d0\uaca9 \uc11c\ube44\uc2a4\ub85c \ud478\uc2dc\ud560 \ud544\uc694\uac00 \uc788\ub294 \ubaa8\ub4e0 \uba40\ud2f0\ubaa8\ub2ec AI \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub294 \uc544\ub2d9\ub2c8\ub2e4.<\/span><\/p>\n<h2><b>\ucf54\uce58\ubca0\uc774\uc2a4\uac00 \uc88b\uc740 \uc120\ud0dd\uc774 \ub418\ub294 \uc774\uc720<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\uc774 \uc571\uc740 Couchbase\uac00 \ubb38\uc11c \ub370\uc774\ud130 \ubaa8\ub450\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \ud6e8\uc52c \ub354 \uae54\ub054\ud574\uc9d1\ub2c8\ub2e4 <\/span><i><span style=\"font-weight: 400\">\uadf8\ub9ac\uace0<\/span><\/i><span style=\"font-weight: 400\"> \ud55c \uacf3\uc5d0\uc11c \ubca1\ud130 \uac80\uc0c9.<\/span><\/p>\n<h3><b>1. \ubca1\ud130\uc640 \uba54\ud0c0\ub370\uc774\ud130\ub294 \ud568\uaed8 \uc874\uc7ac\ud569\ub2c8\ub2e4<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\uc784\ubca0\ub529\uc744 \uc704\ud55c \uc2dc\uc2a4\ud15c\uacfc \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ub370\uc774\ud130\ub97c \uc704\ud55c \uc2dc\uc2a4\ud15c \ud558\ub098\uc529\uc744 \uad00\ub9ac\ud558\ub294 \ub300\uc2e0, \uc784\ubca0\ub529\uc740 \ubb38\uc11c \ub0b4\ubd80\uc5d0 \uc9c1\uc811 \uc800\uc7a5\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uadf8\uac83\uc740 \uc77c\ubc18\uc801\uc778 \uc544\ud0a4\ud14d\ucc98 \ub4dc\ub798\uadf8 \uc694\uc778\uc744 \uc81c\uac70\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ucd94\uac00 \ubca1\ud130 \uc800\uc7a5\uc18c \uc5c6\uc74c<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ub370\uc774\ud130 \uc911\ubcf5 \uc5c6\uc74c<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uba54\ud0c0\ub370\uc774\ud130\uc640 \uc784\ubca0\ub529 \uac04\uc5d0 \ub3d9\uae30\ud654 \uc791\uc5c5\uc774 \uc5c6\uc2b5\ub2c8\ub2e4<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc720\uc9c0\ud574\uc57c \ud560 \ubcc4\ub3c4\uc758 \uac80\uc0c9 \uacc4\uce35\uc774 \uc5c6\uc74c<\/span><\/li>\n<\/ul>\n<h3><b>2. \ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9\uc774 \ub0b4\uc7a5\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \u201c\uc21c\uc218\ud55c \uc720\uc0ac\uc131 \uac80\uc0c9\u201d\ub9cc\uc73c\ub85c\ub294 \uac70\uc758 \uc791\ub3d9\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc758\ubbf8\ub860\uc801 \uc720\uc0ac\uc131\uacfc \uad6c\uc870\ud654\ub41c \ud544\ud130\ub9c1\uc758 \uc870\ud569\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc608\ub97c \ub4e4\uc5b4<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc5ec\uc131 \uc720\uba85\uc778 \uc911 \uc0c1\uc704 3\uac1c \uc77c\uce58 \ud56d\ubaa9\uc744 \ucc3e\uc73c\uc138\uc694<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ud2b9\uc815 \uce74\ud14c\uace0\ub9ac \ub610\ub294 \uc9c0\uc5ed \ub0b4\uc5d0\uc11c \uac80\uc0c9<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc8fc\uc5b4\uc9c4 \ubb38\uc11c \ud558\uc704 \uc9d1\ud569\uc5d0\uc11c \uc720\uc0ac\ud55c \uc5bc\uad74\ub9cc \ubc18\ud658<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\uc774 \ud558\uc774\ube0c\ub9ac\ub4dc \ud328\ud134\uc740 \ub370\ubaa8\ub97c \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uae30\ubcf8 \uc694\uc18c\ub85c \ub9cc\ub4dc\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>3. \uad00\ub9ac\ub418\ub294 \uc778\ud504\ub77c\ub294 \ub9c8\ucc30\uc744 \uc904\uc785\ub2c8\ub2e4<\/b><\/h3>\n<p><span style=\"font-weight: 400\">Capella\ub97c \uc0ac\uc6a9\ud558\uba74 \uac1c\ubc1c\uc790\uac00 \ubca1\ud130 \uac80\uc0c9\uc744 \ud14c\uc2a4\ud2b8\ud558\uac70\ub098 \ubc30\ud3ec\ud558\uae30 \uc704\ud574 \ub610 \ub2e4\ub978 \uc804\ubb38 \uc11c\ube44\uc2a4\uc758 \uc124\uc815 \ubc0f \ud29c\ub2dd\uc5d0 \uc2dc\uac04\uc744 \ud560\uc560\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774\ub294 \ub354 \ub9ce\uc740 \uc2dc\uac04\uc744 \ud560\uc560\ud574\uc57c \ud568\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc0ac\uc6a9\uc790 \uacbd\ud5d8<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc21c\uc704 \uacb0\uc815 \ub17c\ub9ac<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc6cc\ud06c\ud50c\ub85c\uc6b0<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc0dd\uc0b0 \ud1b5\ud569<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc778\ud504\ub77c \uad6c\ucd95\uc5d0 \ub4dc\ub294 \uc2dc\uac04 \uac10\uc18c<\/span><\/li>\n<\/ul>\n<h2><b>\uc778\ub371\uc2a4 \uad6c\uc131<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\uc774 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \ubca1\ud130 \uc778\ub371\uc2a4\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uad6c\uc131\ub429\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>\uc0c9\uc778 \uc774\ub984:<\/b> <span style=\"font-weight: 400\">\uc5f0\uc608\uc778 \uc5bc\uad74 \ud2b9\uc9d5<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\ud06c\uae30<\/b><span style=\"font-weight: 400\"> 512<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\uc720\uc0ac\ub3c4 \uba54\ud2b8\ub9ad<\/b><span style=\"font-weight: 400\"> \ub0b4\uc801<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\ub370\uc774\ud130\uc14b \ud06c\uae30:<\/b><span style=\"font-weight: 400\"> 12,094\uac74<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\uac80\uc0c9 \uc811\uadfc \ubc29\uc2dd:<\/b><span style=\"font-weight: 400\"> \uadfc\uc0ac \ucd5c\uadfc\uc811 \uc774\uc6c3 (ANN)<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\uc784\ubca0\ub529\uc774 \uc815\uaddc\ud654\ub418\uc5b4 \uc788\uae30 \ub54c\ubb38\uc5d0 \ub0b4\uc801\uc740 \uac00\uc7a5 \uc720\uc0ac\ud55c \ud56d\ubaa9 \uac80\uc0c9\uc5d0 \ud6a8\uacfc\uc801\uc778 \uc720\uc0ac\uc131 \ucc99\ub3c4\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<h2><b>\uc7ac\ubbf8\uc788\ub294 \uc571 \uadf8 \uc774\uc0c1: \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4 \ud328\ud134<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\u201c\uc5f0\uc608\uc778 \uc30d\ub465\uc774\u201d \uac1c\ub150\uc740 \uc2ec\uac01\ud55c \uc544\ud0a4\ud14d\ucc98 \ud328\ud134\uc744 \uc18c\ube44\uc790\uac00 \uc774\ud574\ud558\uae30 \uc27d\uac8c \ud3ec\uc7a5\ud55c \uac83\uc5d0 \ubd88\uacfc\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ubcf8\uc9c8\uc801\uc73c\ub85c \uc774\uac83\uc740 \uba40\ud2f0\ubaa8\ub2ec \uac80\uc0c9 \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774\ubbf8\uc9c0 \u2192 \uc784\ubca0\ub529 \u2192 \uc720\uc0ac\ub3c4 \uac80\uc0c9 \u2192 \uc21c\uc704 \uacb0\uacfc<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub3d9\uc77c\ud55c \uc6cc\ud06c\ud50c\ub85c\ub85c \ub2e4\uc591\ud55c \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc9c0\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>\uc2e0\uc6d0 \ud655\uc778 \ubc0f \uc0ac\uae30 \ud0d0\uc9c0<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\uae08\uc735 \uc11c\ube44\uc2a4\uc640 \ub514\uc9c0\ud138 \uc628\ubcf4\ub529 \uc2dc\uc2a4\ud15c\uc740 \uc140\uce74\ub97c \uc2e0\ubd84\uc99d \uc774\ubbf8\uc9c0\uc640 \ube44\uad50\ud558\uace0, \uc911\ubcf5\uc744 \ud0d0\uc9c0\ud558\uba70, \uac00\ub2a5\uc131 \uc788\ub294 \uc0ac\uce6d \uc2dc\ub3c4\ub97c \ud50c\ub798\uadf8 \uc9c0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ud328\ud134:<\/b><span style=\"font-weight: 400\"> \ub300\uaddc\ubaa8 \uc2e0\uc6d0 \ub370\uc774\ud130\uc14b\uc744 \uac00\ub85c\uc9c0\ub974\ub294 \uc5bc\uad74 \uc720\uc0ac\uc131 \uac80\uc0c9.<\/span><\/p>\n<h3><b>\uc18c\ub9e4 \ubc0f \uac1c\uc778\ud654<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\uc720\ud1b5 \ubc0f \ubdf0\ud2f0 \ud50c\ub7ab\ud3fc\uc740 \uc678\ubaa8 \uad00\ub828 \ud2b9\uc9d5\uc744 \uae30\ubc18\uc73c\ub85c \uc2dc\uac01\uc801 \uc720\uc0ac\uc131\uc744 \ud65c\uc6a9\ud558\uc5ec \uc81c\ud488, \uc2a4\ud0c0\uc77c \ub610\ub294 \ud050\ub808\uc774\uc158\ub41c \uacbd\ud5d8\uc744 \ucd94\ucc9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ud328\ud134:<\/b><span style=\"font-weight: 400\"> \uc774\ubbf8\uc9c0 \uae30\ubc18 \uac1c\uc778\ud654 \ubc0f \uac80\uc0c9.<\/span><\/p>\n<h3><b>\ubbf8\ub514\uc5b4\uc640 \uc5d4\ud130\ud14c\uc778\uba3c\ud2b8<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\uc2a4\ud29c\ub514\uc624\uc640 \ucf58\ud150\uce20 \ud300\uc740 \uc778\uc7ac \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uac80\uc0c9\ud558\uace0, \uc911\ubcf5\ub41c \uc790\uc0b0\uc744 \ud0d0\uc9c0\ud558\uba70, \uc544\uce74\uc774\ube0c\ub97c \uad6c\uc131\ud558\uac70\ub098, \uce90\uc2a4\ud305 \ubc0f \ud504\ub85c\ub355\uc158 \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc704\ud55c \uc2dc\uac01\uc801 \uc77c\uce58 \ud56d\ubaa9\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ud328\ud134:<\/b><span style=\"font-weight: 400\"> \uc5bc\uad74 \uc778\uc2dd \uc790\uc0b0 \uac80\uc0c9.<\/span><\/p>\n<h3><b>\uc548\uc804 \ubc0f \uaddc\uc815 \uc900\uc218 \uc0ac\uc6a9 \uc0ac\ub840<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\uaddc\uc81c\uac00 \uc5c4\uaca9\ud55c \ud658\uacbd\uc5d0\uc11c\ub294 \uc774\ubbf8\uc9c0 \uc720\uc0ac\ub3c4\ub97c \ub9e4\uce6d, \uac80\uc99d, \uac10\uc0ac \uae30\ub2a5\uc774 \uc911\uc694\ud55c \uc5c4\uaca9\ud558\uac8c \uad00\ub9ac\ub418\ub294 \uc6cc\ud06c\ud50c\ub85c\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ud328\ud134:<\/b><span style=\"font-weight: 400\"> \uc815\ucc45 \uc81c\uc5b4\uac00 \uac00\ub2a5\ud55c \ub300\uaddc\ubaa8 \uac80\uc0c9.<\/span><\/p>\n<h2><b>\uac1c\ubc1c\uc790\ub97c \uc704\ud55c \uc8fc\uc694 \ub0b4\uc6a9<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\uc774 \ud504\ub85c\uc81d\ud2b8\ub294 \ubca1\ud130 \uac80\uc0c9\uc774 \ub354 \uc774\uc0c1 AI \ub370\ubaa8\uc5d0 \ub367\ubd99\uc5ec\uc9c4 \uc2e4\ud5d8\uc801\uc778 \uae30\ub2a5\uc774 \uc544\ub2c8\ub77c\ub294 \uac83\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\uac83\uc740 \ud575\uc2ec \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uae30\ubcf8 \uc694\uc18c\uac00 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ube44\uad50\uc801 \uc791\uc740 \uc2a4\ud0dd\uc73c\ub85c \ub2e4\uc74c\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ub85c\uceec\uc5d0\uc11c \uc784\ubca0\ub529 \uc0dd\uc131<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uba54\ud0c0\ub370\uc774\ud130\uc640 \ud568\uaed8 \ubca1\ud130 \uc800\uc7a5<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc2e4\uc2dc\uac04\uc73c\ub85c ANN \uac80\uc0c9\uc744 \uc218\ud589<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc720\uc0ac\uc131\uacfc \uad6c\uc870\ud654\ub41c \ud544\ud130 \uacb0\ud569<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ubd88\ud544\uc694\ud55c \uc778\ud504\ub77c \ucd94\uac00 \uc5c6\uc774 \uba40\ud2f0\ubaa8\ub2ec \uacbd\ud5d8\uc744 \ubc30\uc1a1\ud558\uc138\uc694<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\ud575\uc2ec: \uc720\uba85\uc778 \ub9e4\uce58 \uacbd\ud5d8\uc774 \ubbf8\ub07c\uc774\uace0, \uc9c4\uc9dc \uac00\uce58\ub294 \uac74\ucd95\uc5d0 \uc788\ub2e4.<\/span><\/p>\n<h2><b>\ucd5c\uc885 \uc0dd\uac01<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8 \ub610\ub294 \uae30\ud0c0 \ube44\uc815\ud615 \uc785\ub825\uc5d0\uc11c \uac80\uc0c9\ud574\uc57c \ud558\ub294 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\ub294 \uacbd\uc6b0, \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc774 \uc77c\ubc18\uc801\uc73c\ub85c \uc5b4\ub835\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc5b4\ub824\uc6b4 \ubd80\ubd84\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd \ub0b4\uc5d0\uc11c \uac80\uc0c9\uc744 \uae54\ub054\ud558\uac8c \uc6b4\uc601\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774\uac83\uc774 Couchbase\uac00 \ub3c4\uc6c0\uc774 \ub418\ub294 \ubd80\ubd84\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ubb38\uc11c \uc800\uc7a5\uacfc \ubca1\ud130 \uac80\uc0c9\uc744 \ud558\ub098\uc758 \ud50c\ub7ab\ud3fc\uc73c\ub85c \uacb0\ud569\ud568\uc73c\ub85c\uc368 \uac1c\ubc1c\uc790\ub4e4\uc740 \ud504\ub85c\ud1a0\ud0c0\uc785\ubd80\ud130 \ud504\ub85c\ub355\uc158\uae4c\uc9c0 \ub354 \uac04\ub2e8\ud55c \uacbd\ub85c\ub97c \uac16\uac8c \ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uadf8\ub9ac\uace0 \uc774 \ub370\ubaa8\uac00 \uc2e4\uc81c\ub85c \ub9d0\ud558\uace0\uc790 \ud558\ub294 \uac83\uc740 \ub2e8\uc21c\ud788 \ub2f9\uc2e0\uc758 \uc720\uba85\uc778 \ubcf5\uc81c\ubcf8\uc744 \ucc3e\ub294 \uac83\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uba40\ud2f0\ubaa8\ub2ec \ubca1\ud130 \uac80\uc0c9\uc744 \ube60\ub974\uace0 \uc2e4\uc6a9\uc801\uc774\uba70 \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ucf54\ub4dc\ub97c \uc0b4\ud3b4\ubcf4\ub824\uba74 \ub2e4\uc74c\uc744 \ud655\uc778\ud558\uc2ed\uc2dc\uc624.<\/span><a href=\"https:\/\/github.com\/couchbaselabs\/pm_apps_celebtwin\"> <span style=\"font-weight: 400\">\ub2f9\uc2e0\uc758 \uc5f0\uc608\uc778 \uc30d\ub465\uc774\ub97c \ucc3e\uc544\ubcf4\uc138\uc694 \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>Most AI demos feel impressive for 30 seconds and then leave one question unanswered: How would you actually build this? This one is different. 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