{"id":5466,"date":"2026-06-12T09:00:00","date_gmt":"2026-06-12T16:00:00","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=5466"},"modified":"2026-06-12T08:45:40","modified_gmt":"2026-06-12T15:45:40","slug":"on-device-ai","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/on-device-ai\/","title":{"rendered":"\uc628\ub514\ubc14\uc774\uc2a4 AI: \uc774\uc810, \ud65c\uc6a9 \uc0ac\ub840 \ubc0f \uacfc\uc81c"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><strong>\uc694\uc57d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \uc6d0\uaca9 \uc11c\ubc84\uc5d0 \uc758\uc874\ud558\ub294 \ub300\uc2e0 \ub85c\uceec \uae30\uae30\uc5d0\uc11c \uc9c1\uc811 \uad6c\ub3d9\ub429\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub300\uaddc\ubaa8 AI \ubaa8\ub378\uc740 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \ud559\uc2b5\ub41c \ud6c4 \uae30\uae30\uac00 \uc2e4\uc2dc\uac04 \ucd94\ub860\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc555\ucd95\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uc18d\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\uace0, \ud504\ub77c\uc774\ubc84\uc2dc\ub97c \uac15\ud654\ud558\uba70, \uc624\ud504\ub77c\uc778 \uae30\ub2a5\uc744 \ud5c8\uc6a9\ud558\uace0, \ub124\ud2b8\uc6cc\ud06c \ub300\uc5ed\ud3ed \uc0ac\uc6a9\uc744 \ucd5c\uc18c\ud654\ud558\uba70, \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9\uc744 \uc808\uac10\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub3d9\uc2dc\uc5d0 \uc81c\ud55c\ub41c \uae30\uae30 \uc790\uc6d0, \ubaa8\ub378 \ucd5c\uc801\ud654\uc758 \ud544\uc694\uc131, \ubcf5\uc7a1\ud55c \uc5c5\ub370\uc774\ud2b8 \ubc30\ud3ec, \uc804\ub825 \uc18c\ube44 \uc99d\uac00 \ub4f1\uc758 \uacfc\uc81c\ub3c4 \uc548\uaca8\uc90d\ub2c8\ub2e4. \ud558\ub4dc\uc6e8\uc5b4\uc758 \uc9c0\uc18d\uc801\uc778 \ubc1c\uc804\uacfc \uc99d\uac00\ud558\ub294 \uc18c\ube44\uc790 \ud504\ub77c\uc774\ubc84\uc2dc \uc694\uad6c\ub85c \uc778\ud574 \uc628\ub514\ubc14\uc774\uc2a4 AI\uc758 \uc5ed\ud560\uc740 \uc5ec\ub7ec \uc0b0\uc5c5\uc5d0\uac78\uccd0 \uae09\uaca9\ud788 \ud655\ub300\ub420 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-is-on-device-ai\">\uc628\ub514\ubc14\uc774\uc2a4 AI\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \uc6d0\uaca9 \ud074\ub77c\uc6b0\ub4dc \uc11c\ubc84\uc5d0 \uc758\uc874\ud558\ub294 \ub300\uc2e0 \ub85c\uceec \ud558\ub4dc\uc6e8\uc5b4\uc5d0\uc11c \uc9c1\uc811 \uc2e4\ud589\ub418\ub294 \uc778\uacf5\uc9c0\ub2a5 \uc54c\uace0\ub9ac\uc998\uc744 \ub9d0\ud569\ub2c8\ub2e4. \ud575\uc2ec \uac1c\ub150\uc740 \ub370\uc774\ud130\uac00 \ubc1c\uc0dd\ud558\ub294 \uae30\uae30\ub85c \uc9c1\uc811 \uc9c0\ub2a5\uc744 \uac00\uc838\uc624\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc74c\uc131, \uc774\ubbf8\uc9c0 \ub610\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\ubc31 \ub9c8\uc77c \ub5a8\uc5b4\uc9c4 \uc11c\ubc84\ub85c \uc804\uc1a1\ud558\ub294 \ub300\uc2e0, \uc5f0\uc0b0\uc774 \ubc14\ub85c \ub2f9\uc2e0\uc774 \uc788\ub294 \uadf8\uacf3\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740 \uc2a4\ub9c8\ud2b8\ud3f0\uacfc \uac19\uc740 \uc77c\uc0c1\uc801\uc778 \uae30\uae30\uc5d0\uc11c \uc644\uc804\ud788 \ub85c\uceec\ub85c \uc2e4\ud589\ub418\uba70 <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/iot\/\">\uc0ac\ubb3c\uc778\ud130\ub137<\/a> \uc13c\uc11c\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc804\uc6a9 <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/edge-ai\/\">\uac00\uc7a5\uc790\ub9ac<\/a> \ud558\ub4dc\uc6e8\uc5b4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ucd5c\uc2e0 \uc2a4\ub9c8\ud2b8\uc6cc\uce58\ub294 \ub85c\uceec AI\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub099\uc0c1\uc744 \uac10\uc9c0\ud558\uac70\ub098 \ubd88\uaddc\uce59\ud55c \uc2ec\uc7a5 \ubc15\ub3d9\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud569\ub2c8\ub2e4. \uc2a4\ub9c8\ud2b8 \ud648 \uce74\uba54\ub77c\ub294 \uc774\ub97c \uc774\uc6a9\ud574 \ud604\uad00 \uc55e\uc744 \uc9c0\ub098\uac00\ub294 \ucc28\ub7c9\uacfc \uc0ac\ub78c\uc744 \uad6c\ubcc4\ud569\ub2c8\ub2e4. \uc2ec\uc9c0\uc5b4 \uc2a4\ub9c8\ud2b8\ud3f0 \ud0a4\ubcf4\ub4dc\ub3c4 \uc6f9\uc73c\ub85c \uc785\ub825 \ub0b4\uc6a9\uc744 \uc804\uc1a1\ud558\uc9c0 \uc54a\uace0 \ub85c\uceec \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-on-device-ai-works\">\uc628\ub514\ubc14\uc774\uc2a4 AI\uc758 \uc791\ub3d9 \ubc29\uc2dd<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc628\ub514\ubc14\uc774\uc2a4 AI\uac00 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub294\uc9c0 \uc774\ud574\ud558\uae30 \uc704\ud574, \uc5d4\uc9c0\ub2c8\uc5b4, \ub370\uc774\ud130 \uacfc\ud559\uc790, \uac1c\ubc1c\uc790 \ubc0f \uae30\ud0c0 \uc804\ubb38\uac00\ub4e4\ub85c \uad6c\uc131\ub41c \ud300\uc774 \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0 \ubc30\ud3ec\ud558\ub294 \uacfc\uc815\ubd80\ud130 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uba3c\uc800, \uadf8\ub4e4\uc740 \uac15\ub825\ud55c \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud130\uc5d0\uc11c \ud544\uc694\ud55c \ubaa8\ub4e0 \uac83\uc744 \ud559\uc2b5\ud560 \ub54c\uae4c\uc9c0 \ub300\uaddc\ubaa8 AI \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c, \ubaa8\ub378\uc758 \ubc29\ub300\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \ub85c\uceec \uae30\uae30\uc5d0 \uc9c1\uc811 \ubc30\ud3ec\ud560 \uc218 \uc788\ub3c4\ub85d \uad00\ub9ac \uac00\ub2a5\ud55c \ud06c\uae30\ub85c \ucd95\uc18c\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uacfc\uc815\uc740 \ud6c8\ub828\uacfc \ucd94\ub860 \uc0ac\uc774\uc758 \ud575\uc2ec\uc801\uc778 \ucc28\uc774\uc810\uc744 \uac15\uc870\ud569\ub2c8\ub2e4. AI \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\ub294 \ub370\ub294 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\uc640 \uc5f0\uc0b0 \ub2a5\ub825\uc774 \ud544\uc694\ud558\uba70, \uc774 \ub54c\ubb38\uc5d0 \ud6c8\ub828\uc740 \uac70\uc758 \ud56d\uc0c1 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \ucd94\ub860\uc740 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc608\uce21\uc774\ub098 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ud589\uc704\uc785\ub2c8\ub2e4. \uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \uac70\uc758 \ub3c5\uc810\uc801\uc73c\ub85c \ucd94\ub860\uc5d0 \ucd08\uc810\uc744 \ub9de\ucda5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud45c\uc900 \ud504\ub85c\uc138\uc11c\ub294 \uc885\uc885 \uc2e0\uacbd\ub9dd\uc758 \ub9c9\ub300\ud55c \uc5f0\uc0b0 \uc694\uad6c \uc0ac\ud56d\uc73c\ub85c \uc778\ud574 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc73c\ubbc0\ub85c, \ud604\ub300 \ud558\ub4dc\uc6e8\uc5b4\ub294 \ub85c\uceec \ucd94\ub860\uc744 \uac00\uc18d\ud654\ud558\uae30 \uc704\ud574 \ud2b9\ud654\ub41c \uac00\uc18d \uae30\ub2a5\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\ub4dc\uc6e8\uc5b4 \uc81c\uc870\uc0ac\ub4e4\uc740 \uc774\uc81c \uc2e0\uacbd\ub9dd \ucc98\ub9ac \uc7a5\uce58(NPU), \ubaa8\ubc14\uc77c GPU, \uadf8\ub9ac\uace0 \ud2b9\ud654\ub41c AI \uce69\uc744 \uae30\uae30 \uba54\uc778\ubcf4\ub4dc\uc5d0 \uc9c1\uc811 \ud0d1\uc7ac\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-benefits-of-on-device-ai\">\uc628\ub514\ubc14\uc774\uc2a4 AI\uc758 \uc774\uc810<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5f0\uc0b0 \ub2a5\ub825\uc744 \uc5e3\uc9c0\ub85c \uc804\ud658\ud568\uc73c\ub85c\uc368, \uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \uc0ac\uc6a9\uc790\uacfc \uae30\uc5c5 \ubaa8\ub450\uc5d0\uac8c \uba87 \uac00\uc9c0 \ub69c\ub837\ud55c \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-reduced-latency-and-real-time-responsiveness\">\uc9c0\uc5f0 \uc2dc\uac04 \ub2e8\ucd95 \ubc0f \uc2e4\uc2dc\uac04 \uc751\ub2f5\uc131<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130\uac00 \uc7a5\uce58\uc5d0\uc11c \ud074\ub77c\uc6b0\ub4dc\ub85c \uc774\ub3d9\ud588\ub2e4\uac00 \ub2e4\uc2dc \ub3cc\uc544\uc640\uc57c \ud560 \ub54c, \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc751\ub2f5 \uc18d\ub3c4\uac00 \ub290\ub824\uc9d1\ub2c8\ub2e4. \uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \uc655\ubcf5 \uc9c0\uc5f0 \uc2dc\uac04\uc744 \uc5c6\uc560\uace0 \uc790\uc728 \uc8fc\ud589 \ubc0f \uc2e4\uc2dc\uac04 \uc5b8\uc5b4 \ubc88\uc5ed\uacfc \uac19\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc989\uac01\uc801\uc778 \uc751\ub2f5\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-improved-privacy-and-data-security\">\uac1c\uc120\ub41c \ud504\ub77c\uc774\ubc84\uc2dc \ubc0f \ub370\uc774\ud130 \ubcf4\uc548<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc778\ud130\ub137\uc744 \ud1b5\ud574 \uac1c\uc778 \ub370\uc774\ud130\ub97c \uc804\uc1a1\ud558\ub294 \uac83\uc740 \ud56d\uc0c1 \uc5b4\ub290 \uc815\ub3c4\uc758 \uc704\ud5d8\uc744 \uc218\ubc18\ud558\ub294 \ubc18\uba74, \uc774\ub97c \ub85c\uceec \ud558\ub4dc\uc6e8\uc5b4\uc5d0 \ubcf4\uad00\ud558\ub294 \uac83\uc740 \ubcf8\uc9c8\uc801\uc73c\ub85c \uc0ac\uc6a9\uc790 \ud504\ub77c\uc774\ubc84\uc2dc\ub97c \ubcf4\ud638\ud569\ub2c8\ub2e4. \uc628\ub514\ubc14\uc774\uc2a4 AI\ub97c \uc0ac\uc6a9\ud558\uba74 \uc9c0\ubb38, \uc74c\uc131 \ub179\uc74c, \uc758\ub8cc \ub370\uc774\ud130\uc640 \uac19\uc740 \ubbfc\uac10\ud55c \uc815\ubcf4\uac00 \uae30\uae30\ub97c \ub5a0\ub0a0 \ud544\uc694\uac00 \uc804\ud600 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0ac\uc6a9 \uc911 <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/enhancing-genai-for-privacy-and-performance\/\">\uc5e3\uc9c0 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/a> AI\ub294 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub97c \uac15\ud654\ud558\uace0 \uc131\ub2a5\uc744 \ub3d9\uc2dc\uc5d0 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-offline-functionality\">\uc624\ud504\ub77c\uc778 \uae30\ub2a5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 AI\ub294 \uc778\ud130\ub137 \uc5f0\uacb0\uc774 \ub04a\uae30\ub294 \uc21c\uac04 \uc791\ub3d9\uc744 \uba48\ucd94\ub294 \ubc18\uba74, \uc628\ub514\ubc14\uc774\uc2a4 \ubaa8\ub378\uc740 \uc5f0\uacb0 \uc0c1\ud0dc\uc640 \uc0c1\uad00\uc5c6\uc774 \uc911\ub2e8 \uc5c6\uc774 \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc628\ub514\ubc14\uc774\uc2a4 AI\ub97c \uc0ac\uc6a9\ud558\uba74 \uc624\uc9c0, \uc9c0\ud558 \uae4a\uc740 \uacf3, \ub610\ub294 \ub124\ud2b8\uc6cc\ud06c \uc7a5\uc560 \uc911\uc5d0\ub3c4 \uc9c0\ub2a5\ud615 \uae30\ub2a5\uc744 \uacc4\uc18d \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Couchbase Mobile\uc744 \ud1b5\ud574 \ub2f9\uc0ac\ub294 \ucd5c\uadfc \uc5e3\uc9c0\uc5d0\uc11c \uc624\ud504\ub77c\uc778 \uc6b0\uc120 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \uc8fc\uc694 \uae30\ub2a5 \uac15\ud654\ub97c \uc120\ubcf4\uc600\uc2b5\ub2c8\ub2e4. \ub2e4\ubaa9\uc801 \uae30\ub2a5\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 \ub2e4\uc74c\uc744 \ucc38\uc870\ud558\uc138\uc694. <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/mobile-velocity\/\">\ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-lower-bandwidth-and-cloud-costs\">\ub300\uc5ed\ud3ed \ubc0f \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9 \uc808\uac10<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc911\uc559 \uc9d1\uc911\uc2dd \uc11c\ubc84\uc5d0\uc11c \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \uac83\uc740 \uc5c4\uccad\ub098\uac8c \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4e4\uace0 \uc5c4\uccad\ub09c \ub124\ud2b8\uc6cc\ud06c \ub300\uc5ed\ud3ed\uc744 \uc18c\ubaa8\ud569\ub2c8\ub2e4. \ucd94\ub860\uc744 \ub85c\uceec \ud558\ub4dc\uc6e8\uc5b4\ub85c \uc804\ud658\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uc740 \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305 \uccad\uad6c\uc11c\ub97c \ub300\ud3ed \uc904\uc774\uace0 \ud1b5\uc2e0\ub9dd\uc758 \ubd80\ub2f4\uc744 \uc644\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-challenges-and-limitations\">\uacfc\uc81c \ubc0f \ud55c\uacc4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7ec\ud55c \uc7a5\uc810\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0, \uc778\uacf5\uc9c0\ub2a5\uc744 \ub85c\uceec \ud558\ub4dc\uc6e8\uc5b4\ub85c \uc774\uc804\ud558\ub294 \uac83\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc911\uc694\ud55c \ub09c\uad00\uc774 \uc5c6\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-limited-compute-and-storage-resources\">\uc81c\ud55c\ub41c \uc5f0\uc0b0 \ubc0f \uc800\uc7a5 \uc790\uc6d0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc2a4\ub9c8\ud2b8\ud3f0\uc740 \uac70\ub300\ud55c \ub370\uc774\ud130 \uc13c\ud130\uc640 \uacbd\uc7c1\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \uc5e3\uc9c0 \ud558\ub4dc\uc6e8\uc5b4\ub294 \uba54\ubaa8\ub9ac, \ucc98\ub9ac \ub2a5\ub825, \uc800\uc7a5 \uacf5\uac04\uc5d0 \uc5c4\uaca9\ud55c \uc81c\uc57d\uc774 \uc788\uc73c\ubbc0\ub85c, \uac1c\ubc1c\uc790\ub294 AI\uc758 \uc131\ub2a5\uacfc \uadf8\uac83\uc774 \uc2e4\ud589\ub418\ub294 \ud558\ub4dc\uc6e8\uc5b4\uc758 \ubb3c\ub9ac\uc801 \ud55c\uacc4 \uc0ac\uc774\uc758 \uade0\ud615\uc744 \uc2e0\uc911\ud558\uac8c \ub9de\ucdb0\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-model-size-constraints-and-optimization-needs\">\ubaa8\ub378 \ud06c\uae30 \uc81c\uc57d \ubc0f \ucd5c\uc801\ud654 \uc694\uad6c \uc0ac\ud56d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc791\ub3d9\ud558\ub294 \ub370 \uc885\uc885 \uc218\uc2ed \uae30\uac00\ubc14\uc774\ud2b8\uc758 \ub7a8\uc774 \ud544\uc694\ud558\ubbc0\ub85c, LLM\uc744 \uc18c\ube44\uc790 \uae30\uae30\uc5d0 \ud0d1\uc7ac\ud558\ub824\uba74 \uadf9\ub2e8\uc801\uc778 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc740 \uc815\ud655\ub3c4\ub97c \ud76c\uc0dd\ud558\uc9c0 \uc54a\uc73c\uba74\uc11c \ubaa8\ub378 \ud06c\uae30\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uc904\uc5ec\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-deployment-and-update-complexity\">\ubc30\ud3ec \ubc0f \uc5c5\ub370\uc774\ud2b8 \ubcf5\uc7a1\uc131<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc218\ubc31\ub9cc \ub300\uc758 \ubd84\uc0b0\ub41c \uc5e3\uc9c0 \uae30\uae30\uc5d0\uc11c \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uac83\uc740 \ubb3c\ub958\uc0c1\uc758 \uace8\uce6b\uac70\ub9ac\uc785\ub2c8\ub2e4. \uc911\uc559 \ud074\ub77c\uc6b0\ub4dc \uc11c\ubc84\uc5d0\uc11c \ub2e8\uc77c \ubaa8\ub378\uc744 \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uac83\uacfc \ub2ec\ub9ac, \uae30\uc5c5\ub4e4\uc740 \uae30\uc874 \uae30\ub2a5\uc744 \uc190\uc0c1\uc2dc\ud0a4\uc9c0 \uc54a\uc73c\uba74\uc11c \uc5c5\ub370\uc774\ud2b8\uac00 \ubaa8\ub4e0 \uac1c\ubcc4 \uae30\uae30\uc5d0 \uc548\uc804\ud558\uac8c \ub3c4\ub2ec\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-power-consumption-considerations\">\uc804\ub825 \uc18c\ube44 \uace0\ub824 \uc0ac\ud56d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI \uc5f0\uc0b0\uc740 \uc0c1\ub2f9\ud55c \uc5d0\ub108\uc9c0\ub97c \ud544\uc694\ub85c \ud558\uba70, \ubb34\uac70\uc6b4 \ubaa8\ub378\uc744 \ub85c\uceec\uc5d0\uc11c \uc2e4\ud589\ud558\uba74 \ubaa8\ubc14\uc77c \uae30\uae30\uc758 \ubc30\ud130\ub9ac\uac00 \uba87 \ubd84 \ub9cc\uc5d0 \ubc29\uc804\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc804\ub825 \uc18c\ube44\ub97c \uad00\ub9ac\ud558\ub294 \uac83\uc740 \ud558\ub4dc\uc6e8\uc5b4 \uc124\uacc4\uc790\uc640 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4 \ubaa8\ub450\uc5d0\uac8c \ub04a\uc784\uc5c6\ub294 \uacfc\uc81c\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-on-device-ai-vs-cloud-ai\">\uc628\ub514\ubc14\uc774\uc2a4 AI \ub300 \ud074\ub77c\uc6b0\ub4dc AI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ub85c\uceec \ucc98\ub9ac\uc640 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ucc98\ub9ac \uc911\uc5d0\uc11c \ud604\uba85\ud55c \uc120\ud0dd\uc744 \ud558\ub824\uba74 \ub450 \uc544\ud0a4\ud14d\ucc98 \uac04\uc758 \uadfc\ubcf8\uc801\uc778 \ucc28\uc774\uc810\uc744 \uc774\ud574\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud074\ub77c\uc6b0\ub4dc AI\ub294 \uc911\uc559\uc9d1\uc911\uc2dd \ub370\uc774\ud130\uc5d0 \uc758\uc874\ud558\uba70, \uc0ac\uc2e4\uc0c1 \ubb34\ud55c\ud55c \ucc98\ub9ac \ub2a5\ub825\uacfc \uc2a4\ud1a0\ub9ac\uc9c0\ub97c \uc81c\uacf5\ud558\ubbc0\ub85c ChatGPT\uc640 \uac19\uc740 \ub300\uaddc\ubaa8 \ubaa8\ub378\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4. \uac70\ub300\ud55c \ub370\uc774\ud130\uc14b\uc744 \ucc98\ub9ac\ud574\uc57c \ud558\uac70\ub098, \ubcf5\uc7a1\ud55c \ud6c8\ub828 \uc54c\uace0\ub9ac\uc998\uc744 \uc2e4\ud589\ud574\uc57c \ud558\uac70\ub098, \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uce58\uba85\uc801\uc778 \ubb38\uc81c\uac00 \ub418\uc9c0 \uc54a\ub294 \uace0\uc131\ub2a5 \uc5f0\uc0b0 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud574\uc57c \ud560 \ub54c \ud074\ub77c\uc6b0\ub4dc AI\ub97c \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \ud0c8\uc911\uc559\ud654\uc5d0 \uc758\uc874\ud558\uba70, \uc21c\uc218 \uc5f0\uc0b0 \ub2a5\ub825\ubcf4\ub2e4 \uc18d\ub3c4, \ud504\ub77c\uc774\ubc84\uc2dc, \ub3c5\ub9bd\uc131\uc744 \uc6b0\uc120\uc2dc\ud569\ub2c8\ub2e4. \uc989\uac01\uc801\uc778 \uc2e4\uc2dc\uac04 \uc751\ub2f5, \uc5c4\uaca9\ud55c \ub370\uc774\ud130 \ud504\ub77c\uc774\ubc84\uc2dc, \ub610\ub294 \ubcf4\uc7a5\ub41c \uc624\ud504\ub77c\uc778 \uae30\ub2a5\uc774 \ud544\uc694\ud560 \ub54c \uc628\ub514\ubc14\uc774\uc2a4 AI\ub97c \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub9ce\uc740 \ud604\ub300 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\ub4e4\uc740 \ud558\uc774\ube0c\ub9ac\ub4dc \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc2a4\ub9c8\ud2b8 \uc2a4\ud53c\ucee4\ub294 \u201cHey Siri\u201d\uc640 \uac19\uc740 \ud638\ucd9c\uc5b4\ub97c \uac10\uc9c0\ud558\uae30 \uc704\ud574 \uc628\ub514\ubc14\uc774\uc2a4 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ub2e8 \ud65c\uc131\ud654\ub418\uba74, \uc2a4\ud53c\ucee4\ub294 \ubcf5\uc7a1\ud55c \uc694\uccad\uc744 \ud074\ub77c\uc6b0\ub4dc\ub85c \ubcf4\ub0b4\uc5b4 \ubb34\uac70\uc6b4 \ucc98\ub9ac\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc5e3\uc9c0-\ud074\ub77c\uc6b0\ub4dc \uacb0\ud569 \uc811\uadfc \ubc29\uc2dd\uc740 \uc591\ucabd\uc758 \uc7a5\uc810\uc744 \ubaa8\ub450 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-common-use-cases\">\uc77c\ubc18\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ub85c\uceec \uc778\ud154\ub9ac\uc804\uc2a4\ub294 \uc774\ubbf8 \ub9ce\uc740 \uc8fc\uc694 \uc0b0\uc5c5 \ubd84\uc57c\uc5d0 \uc131\uacf5\uc801\uc73c\ub85c \ubc30\uce58\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mobile-apps\">\ubaa8\ubc14\uc77c \uc571<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/rag-app-vector-ios\/\">\uc2a4\ub9c8\ud2b8\ud3f0<\/a> \uc628\ub514\ubc14\uc774\uc2a4 AI\uc758 \uac00\uc7a5 \ud070 \ub180\uc774\ud130\uc785\ub2c8\ub2e4. \uc74c\uc131 \ube44\uc11c, \uc989\uc11d \uc0ac\uc9c4 \ubcf4\uc870, \uc2e4\uc2dc\uac04 \uc5b8\uc5b4 \ubc88\uc5ed \uac19\uc740 \uae30\ub2a5\uc744 \uc704\ud574 \ud754\ud788 \uc774\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-iot-and-edge-devices\">\uc0ac\ubb3c\uc778\ud130\ub137(IoT) \ubc0f \uc5e3\uc9c0 \ub514\ubc14\uc774\uc2a4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc2a4\ub9c8\ud2b8 \uac00\uc804\uc740 \ub85c\uceec \ucc98\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub354\uc6b1 \uc790\uc728\uc801\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc628\ub3c4\uc870\uc808\uae30\ub294 \uc77c\uc0c1\uc801\uc778 \uc77c\uc815\uc744 \ud559\uc2b5\ud558\uc5ec \uc628\ub3c4\ub97c \uc870\uc808\ud558\uace0, \uc2a4\ub9c8\ud2b8 \uc7a0\uae08\uc7a5\uce58\ub294 \uc2b9\uc778\ub41c \uc5bc\uad74\uc744 \uc778\uc2dd\ud558\uba70, \ub85c\ubd07\uccad\uc18c\uae30\ub294 \uacf5\uac04 AI\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc9d1 \uc548\uc744 \ud0d0\uc0c9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-retail-and-personalization\">\uc18c\ub9e4 \ubc0f \uac1c\uc778 \ub9de\ucda4\ud654<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub85c\uceec AI\ub294 \uc18c\ube44\uc790\uac00 \uadf8 \uc874\uc7ac\ub97c \uc758\uc2dd\ud558\uc9c0 \ubabb\ud558\ub294 \uc0ac\uc774\uc5d0\ub3c4 \uc1fc\ud551 \uacbd\ud5d8\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uc18c\ub9e4\uc5c5\uccb4\ub4e4\uc740 \uc9c0\ub2a5\ud615 \ud310\ub9e4 \uc2dc\uc810(POS) \uc2dc\uc2a4\ud15c\uc744 \uc704\ud574 \uc5e3\uc9c0 \ucef4\ud4e8\ud305\uc744 \uc0ac\uc6a9\ud558\uace0, \uc2a4\ub9c8\ud2b8 \uac70\uc6b8\uc740 \uace0\uac1d\uc5d0\uac8c \ub2e4\uc591\ud55c \uc758\ub958 \uc0c9\uc0c1\uc744 \uc989\uc2dc \ub367\uc50c\uc6cc \ubcf4\uc5ec\uc8fc\uba70, \ub9e4\uc7a5 \ub0b4 \uce74\uba54\ub77c\ub294 \uc720\ub3d9 \uc778\uad6c\ub97c \ubd84\uc11d\ud574 \ub9e4\uc7a5 \ub808\uc774\uc544\uc6c3\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\uae30\uc11c <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/revolutionizing-retail-with-couchbase-google-ai\/\">\ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c<\/a>, \uc18c\ub9e4\uc5c5\uccb4\ub4e4\uc774 \uc140\ud504 \uc11c\ube44\uc2a4 \ud0a4\uc624\uc2a4\ud06c, \uc7ac\uace0 \uad00\ub9ac, \ub9e4\uc7a5 \ub0b4 \uac1c\uc778\ud654 \uae30\ub2a5\uc744 \uac15\ud654\ud558\uae30 \uc704\ud574 Couchbase Mobile\uacfc Google GenAI\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud558\uace0 \uc788\ub294\uc9c0 \ubc30\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-industrial-and-real-time-monitoring\">\uc0b0\uc5c5\uc6a9 \ubc0f \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0b0\uc5c5 \ud658\uacbd\uc5d0\uc11c \ud074\ub77c\uc6b0\ub4dc \uc751\ub2f5\uc744 \uae30\ub2e4\ub9ac\ub294 \uac83\uc740 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4dc\ub294 \uac00\ub3d9 \uc911\ub2e8\uc774\ub098 \ubd88\ub7c9\ud488 \ucd9c\ud558\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ube44\ud6a8\uc728\uc131\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uae30\uc5c5\ub4e4\uc740 \ub85c\uceec AI \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uae30\uacc4\uc758 \ub9c8\ubaa8 \uc0c1\ud0dc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \uce74\uba54\ub77c\ub85c \uc870\ub9bd \ub77c\uc778\uc758 \uc81c\ud488\uc744 \uac80\uc0ac\ud558\uba70, \ub85c\ubd07\uc73c\ub85c \ucc3d\uace0\uc5d0\uc11c \ud328\ud0a4\uc9c0\ub97c \ubd84\ub958\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-best-practices-for-implementing-on-device-ai\">\uc628\ub514\ubc14\uc774\uc2a4 AI \uad6c\ud604 \ubaa8\ubc94 \uc0ac\ub840<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ub85c\uceec \uc778\uacf5\uc9c0\ub2a5\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uacc4\ud68d\uc774\ub77c\uba74, \uc2dc\uac04\uacfc \uace8\uce58 \uc544\ud508 \uc77c\uc744 \uc904\uc774\uae30 \uc704\ud574 \ud655\ub9bd\ub41c \ubaa8\ubc94 \uc0ac\ub840\ub97c \ub530\ub974\uc2ed\uc2dc\uc624.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uba3c\uc800 \ubaa8\ub378 \ucd5c\uc801\ud654 \uae30\ubc95\uc744 \ub9c8\uc2a4\ud130\ud558\uc138\uc694:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc591\uc790\ud654\ub294 \uc2e0\uacbd\ub9dd \ub0b4 \uc22b\uc790\uc758 \uc815\ubc00\ub3c4\ub97c \ub0ae\ucd94\uc5b4 \uacf5\uac04\uc744 \uc808\uc57d\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac00\uc9c0\uce58\uae30(Pruning)\ub294 \ubaa8\ub378 \ub0b4\uc758 \ubd88\ud544\uc694\ud55c \uc5f0\uacb0\uc744 \uc644\uc804\ud788 \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\ub458\uc9f8, \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc7a5\uce58\uac00 \uc9c4\ub2e8 \ub370\uc774\ud130\ub97c \uae30\ubcf8 \uc11c\ubc84\uc640 \uacf5\uc720\ud558\ub294 \ubc29\uc2dd\uc744 \uad00\ub9ac\ud558\uae30 \uc704\ud574 \uac15\ub825\ud55c \ub3d9\uae30\ud654 \ud504\ub85c\ud1a0\ucf5c\uc744 \uad6c\ucd95\ud558\uc2ed\uc2dc\uc624.<\/li>\n\n\n\n<li>\ub370\uc774\ud130 \ud398\uc774\ub85c\ub4dc\ub294 \uc791\uac8c \uc720\uc9c0\ud558\uace0 \ub3d9\uae30\ud654\ub294 \uae30\uae30\uac00 Wi-Fi\uc5d0 \uc5f0\uacb0\ub418\uc5b4 \uc788\uace0 \ucda9\uc804 \uc911\uc77c \ub54c\ub9cc \uc774\ub8e8\uc5b4\uc9c0\ub3c4\ub85d \ud558\uc138\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc14b\uc9f8, \ubcf4\uc548\uc744 \ucd5c\uc6b0\uc120\uc73c\ub85c \ud558\uc138\uc694. \ub370\uc774\ud130\uac00 \ub85c\uceec\uc5d0 \uc720\uc9c0\ub418\ub354\ub77c\ub3c4 \uae30\uae30\ub294 \ub3c4\ub09c\ub2f9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud558\ub4dc\uc6e8\uc5b4 \uc218\uc900\uc758 \uc554\ud638\ud654\ub97c \uc0ac\uc6a9\ud558\uc5ec \uae30\uae30\uc5d0 \uc800\uc7a5\ub41c AI \ubaa8\ub378\uacfc \uc0ac\uc6a9\uc790 \ub370\uc774\ud130\ub97c \ubcf4\ud638\ud558\uc138\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\ub9c8\uce68\ub0b4 \uc62c\ubc14\ub978 \ub3c4\uad6c\uc640 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc120\ud0dd\ud558\uc2ed\uc2dc\uc624:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc5e3\uc9c0 \ucef4\ud4e8\ud305\uc744 \uc704\ud574 \uc124\uacc4\ub41c \ud2b9\ud654\ub41c \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud658\uacbd\uc744 \uc0ac\uc6a9\ud558\uc2ed\uc2dc\uc624.<\/li>\n\n\n\n<li>LiteRT, PyTorch Mobile, Apple\uc758 Core ML\uacfc \uac19\uc740 \ub3c4\uad6c\ub4e4\uc740 \uc81c\uc57d\uc774 \uc788\ub294 \ud558\ub4dc\uc6e8\uc5b4 \uc0c1\uc5d0\uc11c \ubcf5\uc7a1\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc548\uc804\ud558\uac8c \ubc30\ud3ec\ud560 \uc218 \uc788\ub3c4\ub85d \ud2b9\ubcc4\ud788 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-future-of-on-device-ai\">\uc628\ub514\ubc14\uc774\uc2a4 AI\uc758 \ubbf8\ub798<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ud558\ub4dc\uc6e8\uc5b4\uac00 \uacc4\uc18d\ud574\uc11c \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \ub85c\uceec \ucef4\ud4e8\ud305\uc73c\ub85c\uc758 \uc804\ud658\uc740 \ub354\uc6b1 \uac00\uc18d\ud654\ub420 \uac83\uc785\ub2c8\ub2e4.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ubbf8 AI \ud558\ub4dc\uc6e8\uc5b4 \ubd84\uc57c\uc5d0\ub294 \uc5c4\uccad\ub09c \ucd94\uc9c4\ub825\uc774 \ubd99\uc5b4 \uc788\uc73c\uba70, \uce69 \uc81c\uc870\uc0ac\ub4e4\uc740 \uc2e0\uacbd\ub9dd \ucc98\ub9ac\uc5d0 \ub354 \ub9ce\uc740 \uc2e4\ub9ac\ucf58\uc744 \ud560\ub2f9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud604\uc7ac\uc758 \uc18d\ub3c4\ub77c\uba74, \uc5e3\uc9c0 \uae30\uae30\ub4e4\uc774 \uc628\uc804\ud788 \uc2a4\uc2a4\ub85c 10\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac00\uc9c4 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uad6c\ub3d9\ud558\ub294 \ub0a0\uc774 \uba40\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7ec\ud55c \uc9c4\ud654\ub294 \uc0ac\ub78c\ub4e4\uc774 \uc790\uc2e0\uc758 \ub514\uc9c0\ud138 \ud754\uc801\uc744 \ub354\uc6b1 \ubcf4\ud638\ud558\ub824\uace0 \ud568\uc5d0 \ub530\ub77c \ud504\ub77c\uc774\ubc84\uc2dc \uc6b0\uc120 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc9c0\ub300\ud55c \uc601\ud5a5\uc744 \ubbf8\uce60 \uac83\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uc758 \uc694\uad6c\ub97c \ucda9\uc871\ud558\uae30 \uc704\ud574 \uae30\uc5c5\ub4e4\uc740 \ub354 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ub85c\uceec\uc5d0\uc11c \ucc98\ub9ac\ud560 \uc218\ubc16\uc5d0 \uc5c6\uc744 \uac83\uc774\uba70, \uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \uc18c\ube44\uc790 \uae30\uc220\uc758 \ud575\uc2ec \ud310\ub9e4 \ud3ec\uc778\ud2b8\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub3d9\uc2dc\uc5d0 \uc628\ub514\ubc14\uc774\uc2a4 AI \uae30\ub2a5\uc740 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc0b0\uc5c5\uc73c\ub85c \uae09\uc18d\ud788 \ud655\uc0b0\ub418\uace0 \uc774\ubbf8 \uc0ac\uc6a9\ub418\uace0 \uc788\ub294 \uc601\uc5ed\uc744 \ud655\uc7a5\ud560 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ud5ec\uc2a4\ucf00\uc5b4 \uae30\uae30\ub294 \ud734\ub300\ud3f0\uacfc\uc758 \ube14\ub8e8\ud22c\uc2a4 \uc5f0\uacb0\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\uace0\ub3c4 \ubcf5\uc7a1\ud55c \uc0dd\uccb4 \uc2e0\ud638\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \ub18d\ubd80\ub4e4\uc740 \uc140\ub8f0\ub7ec \uc5f0\uacb0 \uc5c6\uc774\ub3c4 \uc218\ucc9c \uc5d0\uc774\ucee4\uc5d0 \uac78\uccd0 \ub4dc\ub860\uc744 \uc870\uc885\ud558\uba70 \uc791\ubb3c \uc0c1\ud0dc\ub97c \ud0d0\uc0c9\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-key-takeaways-and-related-resources\">\uc8fc\uc694 \uc2dc\uc0ac\uc810 \ubc0f \uad00\ub828 \uc790\ub8cc<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \uc9c0\ub2a5\uc744 \uc6d0\uaca9 \ud074\ub77c\uc6b0\ub4dc \uc11c\ubc84\uc5d0\uc11c \uc6b0\ub9ac\uac00 \ub9e4\uc77c \uc0ac\uc6a9\ud558\ub294 \ud558\ub4dc\uc6e8\uc5b4\ub85c \uc9c1\uc811 \uc774\ub3d9\uc2dc\ud0b4\uc73c\ub85c\uc368 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ubc29\uc2dd\uc744 \uadfc\ubcf8\uc801\uc73c\ub85c \ubc14\uafb8\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ud658\uc740 \ubc30\ud130\ub9ac \ubc0f \uba54\ubaa8\ub9ac \uc81c\uc57d\uc744 \uadf9\ubcf5\ud558\uae30 \uc704\ud55c \uc601\ub9ac\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc774 \ud544\uc694\ud558\uc9c0\ub9cc, \uc18d\ub3c4, \ud504\ub77c\uc774\ubc84\uc2dc, \uc624\ud504\ub77c\uc778 \uae30\ub2a5 \uce21\uba74\uc5d0\uc11c \uc5c4\uccad\ub09c \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud2b9\ud654\ub41c \ud558\ub4dc\uc6e8\uc5b4\uac00 \uacc4\uc18d \uc9c4\ud654\ud568\uc5d0 \ub530\ub77c, \ub85c\uceec AI\ub294 \ud604\ub300 \uae30\uc220\uc758 \ud45c\uc900 \uae30\ubc18\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc8fc\uc694 \ub0b4\uc6a9:<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \ud074\ub77c\uc6b0\ub4dc \uc11c\ubc84\uc5d0 \uc758\uc874\ud558\ub294 \ub300\uc2e0 \ud558\ub4dc\uc6e8\uc5b4\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998\uc744 \ub85c\uceec\ub85c \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ucd94\ub860\uc740 \ub85c\uceec\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc9c0\uc9c0\ub9cc, \ubaa8\ub378 \ud559\uc2b5\uc774\ub77c\ub294 \ubb34\uac70\uc6b4 \uc791\uc5c5\uc740 \ub300\uac1c \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc720\uc9c0\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li>NPU\ub098 \ubaa8\ubc14\uc77c GPU\uc640 \uac19\uc740 \ud2b9\ud654\ub41c \ud558\ub4dc\uc6e8\uc5b4\ub294 \ud6a8\uc728\uc801\uc778 \ub85c\uceec \ucc98\ub9ac\ub97c \uc704\ud574 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc8fc\uc694 \uc774\uc810\uc73c\ub85c\ub294 \uc989\uac01\uc801\uc778 \uc751\ub2f5 \uc2dc\uac04, \ubcf4\uc7a5\ub41c \ud504\ub77c\uc774\ubc84\uc2dc, \uadf8\ub9ac\uace0 \uc624\ud504\ub77c\uc778 \uae30\ub2a5\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac1c\ubc1c\uc790\ub4e4\uc740 \uc81c\ud55c\ub41c \ubc30\ud130\ub9ac\uc640 \uc800\uc7a5 \uc6a9\ub7c9\uc744 \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub378\uc744 \ucd5c\uc801\ud654\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud558\uc774\ube0c\ub9ac\ub4dc \ubaa8\ub378\uc740 \ube60\ub978 \uc791\uc5c5\uc5d0\ub294 \ub85c\uceec \ud558\ub4dc\uc6e8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uace0 \uace0\uc131\ub2a5 \uc5f0\uc0b0\uc5d0\ub294 \ud074\ub77c\uc6b0\ub4dc\ub97c \ud65c\uc6a9\ud558\uc5ec \uac15\ub825\ud55c \uc808\ucda9\uc548\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc131\uacf5\uc801\uc778 \ubc30\ud3ec\ub97c \uc704\ud574\uc11c\ub294 \uc591\uc790\ud654 \ubc0f \uac00\uc9c0\uce58\uae30\uc640 \uac19\uc740 \ubaa8\ub378 \ucd5c\uc801\ud654 \uae30\ubc95\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uad00\ub828 \uc790\ub8cc:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/edge-computing\/\">\ubaa8\ubc14\uc77c \ubc0f IoT \uc571\uc744 \uc704\ud55c \ube60\ub974\uace0 \uc0c1\uc2dc \uc791\ub3d9\ud558\ub294 \uc5e3\uc9c0 AI \u2013 \uc720\uc2a4\ucf00\uc774\uc2a4<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/products\/lite\/\">\uc624\ud504\ub77c\uc778 \uc6b0\uc120 AI \uc571\uc744 \uc704\ud55c \uc784\ubca0\ub514\ub4dc NoSQL \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \u2013 \uc81c\ud488<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/cloud-to-edge-ai-with-a-mobile-database-platform\/\">\ubaa8\ubc14\uc77c \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud55c \ud074\ub77c\uc6b0\ub4dc \ud22c \uc5e3\uc9c0 AI \u2013 \ube14\ub85c\uadf8<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/ai-vector-search-edge-computing-couchbase\/\">\ubca1\ud130 \uac80\uc0c9, \uc774\ubbf8\uc9c0 \ubc0f \ub370\uc774\ud130 \uc911\uc2ec \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \uc5e3\uc9c0 AI \u2013 \ube14\ub85c\uadf8<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/mobile-peer-to-peer-data-sync\/\">\uc778\ud130\ub137\uc774 \uc5c6\ub098\uc694? \ubb38\uc81c\uc5c6\uc2b5\ub2c8\ub2e4! \uc5e3\uc9c0\uc5d0\uc11c\uc758 \ud53c\uc5b4\ud22c\ud53c\uc5b4(P2P) \ub370\uc774\ud130 \ub3d9\uae30\ud654 \u2013 \ube14\ub85c\uadf8<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-faqs\">\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uaddc\ubaa8\uc5d0 \ub9de\uac8c \uc5e3\uc9c0 \uae30\uae30\uc5d0\uc11c AI \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\uace0 \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \ubc29\ubc95\uc740 \ubb34\uc5c7\uc778\uac00\uc694? <\/strong>\uae30\uc5c5\ub4e4\uc740 \ubb34\uc120(OTA) \uc5c5\ub370\uc774\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uae30\uae30\uc5d0 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c\ub294 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ubc29\ud574\ud558\uc9c0 \uc54a\uace0 \ubc31\uadf8\ub77c\uc6b4\ub4dc\uc5d0\uc11c \ubaa8\ub378\uc774 \uc548\uc804\ud558\uac8c \ub2e4\uc6b4\ub85c\ub4dc\ub418\ub3c4\ub85d \ubcf4\uc7a5\ud558\ub294 \uac15\ub825\ud55c \ubaa8\ubc14\uc77c \uae30\uae30 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc628\ub514\ubc14\uc774\uc2a4 AI \uc791\uc5c5\uc5d0\ub294 \uc5b4\ub5a4 \uc885\ub958\uc758 \ud558\ub4dc\uc6e8\uc5b4\uac00 \uac00\uc7a5 \uc801\ud569\ud569\ub2c8\uae4c? <\/strong>\uc2e0\uacbd\ub9dd \ucc98\ub9ac \uc7a5\uce58(NPU) \ub610\ub294 \ud2b9\ud654\ub41c AI \uac00\uc18d\uae30\uac00 \ud0d1\uc7ac\ub41c \uae30\uae30\uac00 \uac00\uc7a5 \uc88b\uc2b5\ub2c8\ub2e4. \uc774 \uce69\ub4e4\uc740 \uc77c\ubc18 CPU\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \ube60\ub974\uace0 \uc801\uc740 \uc804\ub825\uc73c\ub85c \uc2e0\uacbd\ub9dd\uc758 \ubcf5\uc7a1\ud55c \uc5f0\uc0b0\uc744 \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uac1c\ubc1c\uc790\ub4e4\uc740 \uc81c\ud55c\ub41c \uae30\uae30\uc5d0\uc11c AI \ubaa8\ub378\uc774 \ud6a8\uc728\uc801\uc73c\ub85c \uc2e4\ud589\ub418\ub3c4\ub85d \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 \uc5b4\ub5a4 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\ub098\uc694? <\/strong>\uac1c\ubc1c\uc790\ub4e4\uc740 \ubaa8\ub378 \ud06c\uae30\ub97c \uc904\uc774\uae30 \uc704\ud574 \uc591\uc790\ud654(\uc218\ud559\uc801 \uc815\ubc00\ub3c4 \uac10\uc18c), \uac00\uc9c0\uce58\uae30(\uc0ac\uc6a9\ub418\uc9c0 \uc54a\ub294 \uc2e0\uacbd\ub9dd \uc5f0\uacb0 \uc81c\uac70), \uadf8\ub9ac\uace0 \uc9c0\uc2dd \uc99d\ub958(\ub354 \ud070 \ubaa8\ub378\uc744 \ubaa8\ubc29\ud558\ub3c4\ub85d \ub354 \uc791\uc740 \ubaa8\ub378 \ud6c8\ub828)\uc640 \uac19\uc740 \uae30\uc220\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>What security risks are unique to on-device AI, and how can they be mitigated? <\/strong>Local models can be reverse-engineered if a device is physically stolen. Developers mitigate this by using hardware-backed encryption, secure enclaves, and strict access controls to lock down the local file system.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>How do you monitor the performance and accuracy of AI models running locally? <\/strong>Developers build lightweight telemetry into the application. The app silently tracks success rates and error codes locally, then sends small, anonymized summary logs back to the cloud when the device has a stable connection.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>What tools and frameworks are commonly used to build on-device AI applications? <\/strong>The most popular frameworks are TensorFlow Lite, PyTorch Mobile, ONNX Runtime, and platform-specific tools like Apple&#8217;s Core ML and Android&#8217;s Neural Networks API (NNAPI).<\/p>","protected":false},"excerpt":{"rendered":"<p>SUMMARY On-device AI runs directly on local devices instead of relying on remote servers. Typically, large AI models are trained in the cloud and then compressed so devices can use them for real-time inference. This approach improves speed, enhances privacy, allows offline functionality, minimizes network bandwidth usage, and reduces cloud costs. 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