{"id":17149,"date":"2025-05-23T09:31:07","date_gmt":"2025-05-23T16:31:07","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=17149"},"modified":"2025-05-23T09:31:07","modified_gmt":"2025-05-23T16:31:07","slug":"federated-learning","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/federated-learning\/","title":{"rendered":"\uc5f0\ud569 \ud559\uc2b5\uc5d0 \ub300\ud55c \uc885\ud569 \uac00\uc774\ub4dc"},"content":{"rendered":"<h2>\uc5f0\ud569 \ud559\uc2b5\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/h2>\n<p>\uc5f0\ud569 \ud559\uc2b5\uc740 \uc5ec\ub7ec \uc7a5\uce58 \ub610\ub294 \uc2dc\uc2a4\ud15c\uc774 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uad50\ud658\ud558\uc9c0 \uc54a\uace0\ub3c4 \uacf5\uc720 \ubaa8\ub378\uc744 \uacf5\ub3d9\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uba38\uc2e0 \ub7ec\ub2dd(ML) \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc911\uc559 \uc11c\ubc84\ub85c \uc804\uc1a1\ud558\ub294 \ub300\uc2e0 \ubaa8\ubc14\uc77c \ub514\ubc14\uc774\uc2a4\uc640 \uac19\uc740 \uac01 \ucc38\uc5ec\uc790\uac00 \ub370\uc774\ud130\ub97c \uc804\uc1a1\ud569\ub2c8\ub2e4, <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/products\/edge-server\/\" target=\"_blank\" rel=\"noopener\">\uc5e3\uc9c0 \uc11c\ubc84<\/a>\ub610\ub294 \uc870\uc9c1\uc740 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \ub85c\uceec\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8(\uc608: \uae30\uc6b8\uae30 \ub610\ub294 \uac00\uc911\uce58)\ub9cc \uc911\uc559 \ucf54\ub514\ub124\uc774\ud130\uc5d0\uac8c \ubcf4\ub0c5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uc774\ub7ec\ud55c \uc5c5\ub370\uc774\ud2b8\uac00 \uc9d1\uacc4\ub418\uc5b4 \uae00\ub85c\ubc8c \ubaa8\ub378\uc744 \uac1c\uc120\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130 \ud504\ub77c\uc774\ubc84\uc2dc\ub97c \ubcf4\ud638\ud558\uace0 \ub300\uc5ed\ud3ed \uc0ac\uc6a9\ub7c9\uc744 \uc904\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ubd84\uc0b0\ub41c \uc811\uadfc \ubc29\uc2dd\uc740 \ub370\uc774\ud130 \ud504\ub77c\uc774\ubc84\uc2dc, \ubcf4\uc548 \ub610\ub294 \ub370\uc774\ud130 \ub85c\uceec\ub9ac\ud2f0\uac00 \uc6b0\ub824\ub418\ub294 \uc2dc\ub098\ub9ac\uc624(\uc608: \uc758\ub8cc, \uae08\uc735 \ub610\ub294 \uac1c\uc778\ud654\ub41c \ubaa8\ubc14\uc77c \uc11c\ube44\uc2a4)\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4. \uc5f0\ud569 \ud559\uc2b5\uc740 \ub370\uc774\ud130\ub97c \uc628\ub514\ubc14\uc774\uc2a4 \ub610\ub294 \uc628\ud504\ub808\ubbf8\uc2a4\uc5d0 \ubcf4\uad00\ud568\uc73c\ub85c\uc368 \uc870\uc9c1\uc774 \uaddc\uc815\uc744 \uc900\uc218\ud558\ub294 \ub3d9\uc2dc\uc5d0 \ubd84\uc0b0\ub41c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uc9d1\ub2e8 \ud559\uc2b5\uc758 \uc774\uc810\uc744 \ub204\ub9b4 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n<h2>\uc5f0\ud569 \ud559\uc2b5\uc740 \uc5b4\ub5bb\uac8c \uc9c4\ud589\ub418\ub098\uc694?<\/h2>\n<p>\uc5f0\ud569 \ud559\uc2b5 \uacfc\uc815\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4:<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li aria-level=\"1\"><b>\ubaa8\ub378 \ucd08\uae30\ud654:<\/b> \uae00\ub85c\ubc8c \ubaa8\ub378\uc740 \uc911\uc559 \uc11c\ubc84 \ub610\ub294 \ucf54\ub514\ub124\uc774\ud130\uc5d0\uc11c \ucd08\uae30\ud654\ub429\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc77c \uc218\ub3c4 \uc788\uace0 \ubb34\uc791\uc704\ub85c \ucd08\uae30\ud654\ub41c \ubaa8\ub378\uc77c \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ud604\uc9c0 \uad50\uc721:<\/b> \ud074\ub77c\uc774\uc5b8\ud2b8 \ub514\ubc14\uc774\uc2a4\uc758 \ud558\uc704 \uc9d1\ud569(\uc608: \uc2a4\ub9c8\ud2b8\ud3f0, \uc5e3\uc9c0 \ub178\ub4dc \ub610\ub294 \ubcd1\uc6d0)\uc740 \uae00\ub85c\ubc8c \ubaa8\ub378\uc744 \uc218\uc2e0\ud558\uace0 \ud574\ub2f9 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub85c\uceec\uc5d0\uc11c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uac01 \ub514\ubc14\uc774\uc2a4\ub294 \uc5ec\ub7ec <a href=\"https:\/\/www.simplilearn.com\/tutorials\/machine-learning-tutorial\/what-is-epoch-in-machine-learning\" target=\"_blank\" rel=\"noopener\">epochs<\/a> \uace0\uc720\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8 \uacf5\uc720:<\/b> \ud074\ub77c\uc774\uc5b8\ud2b8\ub294 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uc5c5\ub85c\ub4dc\ud558\ub294 \ub300\uc2e0 \uc5c5\ub370\uc774\ud2b8\ub41c \ubaa8\ub378 \ud30c\ub77c\ubbf8\ud130\ub97c \uc911\uc559 \uc11c\ubc84\ub85c \ub2e4\uc2dc \uc804\uc1a1\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc5c5\ub370\uc774\ud2b8\ub294 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub97c \uac15\ud654\ud558\uae30 \uc704\ud574 \uc554\ud638\ud654\ub418\uac70\ub098 \ub09c\ub3c5\ud654\ub418\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc9d1\uacc4:<\/b> \uc911\uc559 \uc11c\ubc84\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc218\uc2e0\ub41c \ubaa8\ub4e0 \uc5c5\ub370\uc774\ud2b8\ub97c \uc9d1\uacc4\ud569\ub2c8\ub2e4. <a href=\"https:\/\/www.rtinsights.com\/federated-averaging-the-backbone-of-federated-learning\/\" target=\"_blank\" rel=\"noopener\">\uc5f0\ud569 \ud3c9\uade0(FedAvg)<\/a>\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ubc84\uc804\uc758 \uae00\ub85c\ubc8c \ubaa8\ub378\ub85c \uacb0\ud569\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ubaa8\ub378 \ubc30\ud3ec:<\/b> \uc5c5\ub370\uc774\ud2b8\ub41c \uae00\ub85c\ubc8c \ubaa8\ub378\uc740 \ud074\ub77c\uc774\uc5b8\ud2b8\ub85c \ub2e4\uc2dc \uc804\uc1a1\ub418\uba70, \ubaa8\ub378\uc774 \uc218\ub834\ud558\uac70\ub098 \uc6d0\ud558\ub294 \uc815\ud655\ub3c4 \uc218\uc900\uc5d0 \ub3c4\ub2ec\ud560 \ub54c\uae4c\uc9c0 \uc5ec\ub7ec \ub77c\uc6b4\ub4dc\uc5d0 \uac78\uccd0 \uc774 \uc0ac\uc774\ud074\uc774 \ubc18\ubcf5\ub429\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p>\uc774 \ubc18\ubcf5 \ub8e8\ud504\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \ub85c\uceec\ub9ac\ud2f0\ub97c \uc720\uc9c0\ud558\uba74\uc11c \ubd84\uc0b0\ub41c \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub97c \ub354\uc6b1 \uac15\ud654\ud558\uae30 \uc704\ud574 \uc5f0\ud569 \ud559\uc2b5\uc740 \ucc28\ub4f1 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubc0f \uc548\uc804\ud55c \ub2e4\uc790\uac04 \uacc4\uc0b0\uacfc \uac19\uc740 \uae30\uc220\uacfc \uacb0\ud569\ub418\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc \ub370\uc774\ud130 \uc18c\uc720\uad8c\uc774\ub098 \uae30\ubc00\uc131\uc744 \uc190\uc0c1\uc2dc\ud0a4\uc9c0 \uc54a\uc73c\uba74\uc11c\ub3c4 \ud611\uc5c5\uc801\uc778 AI \uac1c\ubc1c\uc744 \uc9c0\uc6d0\ud558\ub294 \uac15\ub825\ud55c \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ud0c4\uc0dd\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uc5f0\ud569 \ud559\uc2b5\uc758 \uc720\ud615<\/h2>\n<p>\uc5f0\ud569 \ud559\uc2b5\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ubc30\ud3ec \uc2dc\ub098\ub9ac\uc624\uc640 \uc870\uc9c1 \uc124\uc815\uc5d0 \ub9de\uac8c \uc124\uacc4\ub41c \uc5ec\ub7ec \uac00\uc9c0 \ud615\ud0dc\ub85c \uc81c\uacf5\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\ud615\uc744 \uc774\ud574\ud558\uba74 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638, \uc778\ud504\ub77c \ubc0f \uacf5\ub3d9 \uc791\uc5c5 \ubaa9\ud45c\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \uacb0\uc815\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li aria-level=\"1\"><b>\uc218\ud3c9\uc801 \uc5f0\ud569 \ud559\uc2b5:<\/b> \uc774 \uc720\ud615\uc740 \ucc38\uac00\uc790\uac00 \ub3d9\uc77c\ud55c \uae30\ub2a5 \uacf5\uac04\uc744 \uac00\uc9c4 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uac00\uc9c0\uace0 \uc788\uc9c0\ub9cc \uc0ac\uc6a9\uc790 \uc0d8\ud50c\uc774 \ub2e4\ub978 \uacbd\uc6b0\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub450 \ubcd1\uc6d0\uc774 \ub3d9\uc77c\ud55c \uc720\ud615\uc758 \ud658\uc790 \ub370\uc774\ud130(\uc5f0\ub839, \uc99d\uc0c1, \uc9c4\ub2e8)\ub97c \uc218\uc9d1\ud558\uc9c0\ub9cc \uc11c\ub85c \ub2e4\ub978 \ud658\uc790 \uc9d1\ub2e8\uc744 \ub300\uc0c1\uc73c\ub85c \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc218\ud3c9 \uc5f0\ud569 \ud559\uc2b5\uc744 \uc0ac\uc6a9\ud558\uba74 \uac1c\ubcc4 \uae30\ub85d\uc744 \uacf5\uc720\ud558\uc9c0 \uc54a\uace0\ub3c4 \uacf5\ub3d9\uc73c\ub85c \ubaa8\ub378\uc744 \ud6c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc218\uc9c1\uc801 \uc5f0\ud569 \ud559\uc2b5:<\/b> \uc774 \uacbd\uc6b0 \ucc38\uac00\uc790\ub4e4\uc740 \ub3d9\uc77c\ud55c \uc0ac\uc6a9\uc790\uc5d0 \ub300\ud55c \ub370\uc774\ud130\ub97c \uac00\uc9c0\uace0 \uc788\uc9c0\ub9cc \uc11c\ub85c \ub2e4\ub978 \uae30\ub2a5 \uc9d1\ud569\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc740\ud589\uacfc \uc774\ucee4\uba38\uc2a4 \ud50c\ub7ab\ud3fc\uc774 \ub3d9\uc77c\ud55c \uace0\uac1d\uc5d0\uac8c \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\uc9c0\ub9cc \ud55c \ucabd\uc740 \uae08\uc735 \ub370\uc774\ud130\ub97c, \ub2e4\ub978 \ucabd\uc740 \uad6c\ub9e4 \ub0b4\uc5ed\uc744 \uac00\uc9c0\uace0 \uc788\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc218\uc9c1 \uc5f0\ud569 \ud559\uc2b5\uc740 \uacf5\uc720 \uc0ac\uc6a9\uc790 \uac04\uc5d0 \ub370\uc774\ud130\ub97c \uc548\uc804\ud558\uac8c \uc815\ub82c\ud558\uc5ec \uacf5\ub3d9 \ubaa8\ub378 \ud559\uc2b5\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc5f0\ud569 \uc774\uc804 \ud559\uc2b5:<\/b> \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uc0d8\ud50c\uacfc \ud2b9\uc9d5\uc774 \uc11c\ub85c \ub2e4\ub978 \uacbd\uc6b0, \uc5f0\ud569 \uc804\uc774 \ud559\uc2b5\uc740 \uc804\uc774 \ud559\uc2b5 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud574 \uadf8 \ucc28\uc774\ub97c \uba54\uc6c1\ub2c8\ub2e4. \uc774\ub294 \uc911\ubcf5\ub418\ub294 \ub370\uc774\ud130\uac00 \uc81c\ud55c\uc801\uc774\uc9c0\ub9cc \uc11c\ub85c\uc758 \uc9c0\uc2dd\uc744 \ud1b5\ud574 \uacf5\ub3d9\uc758 \uc774\uc775\uc744 \uc5bb\uace0\uc790 \ud560 \ub54c \uc720\uc6a9\ud558\uba70, \uc774\ub294 \uc5c5\uacc4 \uac04 \ud611\uc5c5\uc5d0\uc11c \ud754\ud788 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ud06c\ub85c\uc2a4 \ub514\ubc14\uc774\uc2a4 \ub300 \ud06c\ub85c\uc2a4 \uc2e4\ub85c:<\/b> \ub610 \ub2e4\ub978 \ucc28\uc6d0\uc740 \uaddc\ubaa8\uc640 \uc2e0\ub8b0\uc785\ub2c8\ub2e4. \uad50\ucc28 \ub514\ubc14\uc774\uc2a4 \uc5f0\ud569 \ud559\uc2b5\uc5d0\ub294 \uc2a4\ub9c8\ud2b8\ud3f0\uc774\ub098 \uc6e8\uc5b4\ub7ec\ube14\uacfc \uac19\uc740 \uc218\ubc31\ub9cc \uac1c\uc758 \uc5e3\uc9c0 \ub514\ubc14\uc774\uc2a4\uac00 \ucc38\uc5ec\ud558\uba70, \uac01\uac01 \uc18c\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubc18\ub300\ub85c \uad50\ucc28 \uc0ac\uc77c\ub85c \ud559\uc2b5\uc5d0\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc640 \uc77c\uad00\ub41c \uc778\ud504\ub77c\ub97c \uac16\ucd98 \uae30\uc5c5, \ubcd1\uc6d0 \ub610\ub294 \uc740\ud589\uacfc \uac19\uc774 \ub354 \uc801\uc740 \uc218\uc758 \uc548\uc815\uc801\uc778 \ucc38\uc5ec\uc790\uac00 \ucc38\uc5ec\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 style=\"font-weight: 400;\">\uc5f0\ud569 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998<\/h3>\n<p>\uc5f0\ud569 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc740 \ubd84\uc0b0\ub41c \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0\uc11c \ub85c\uceec \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8\uac00 \uacb0\ud569\ub418\uace0 \ucd5c\uc801\ud654\ub418\ub294 \ubc29\uc2dd\uc744 \uad00\ub9ac\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc774\uc9c8\uc131, \uc81c\ud55c\ub41c \ud1b5\uc2e0 \ub300\uc5ed\ud3ed, \uc7a0\uc7ac\uc801\uc73c\ub85c \uc2e0\ub8b0\ud560 \uc218 \uc5c6\ub294 \ud074\ub77c\uc774\uc5b8\ud2b8\ub97c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uba87 \uac00\uc9c0 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li aria-level=\"1\"><b>FedAvg:<\/b> \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc778 FedAvg\ub97c \uc0ac\uc6a9\ud558\uba74 \ud074\ub77c\uc774\uc5b8\ud2b8\uac00 \uc5ec\ub7ec \uae30\uac04 \ub3d9\uc548 \ub85c\uceec\uc5d0\uc11c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a8 \ub2e4\uc74c \uc5c5\ub370\uc774\ud2b8\ub41c \uac00\uc911\uce58\ub9cc \uc11c\ubc84\ub85c \uc804\uc1a1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ubc84\ub294 \uc774\ub7ec\ud55c \uc5c5\ub370\uc774\ud2b8\uc758 \ud3c9\uade0\uc744 \uacc4\uc0b0\ud558\uc5ec \uae00\ub85c\ubc8c \ubaa8\ub378\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \uc131\ub2a5\uacfc \ud1b5\uc2e0 \ud6a8\uc728\uc131 \uc0ac\uc774\uc758 \uade0\ud615\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>FedProx:<\/b> FedAvg\uc758 \ud655\uc7a5\uc778 FedProx\ub294 \ub370\uc774\ud130 \uc774\uc9c8\uc131\uc744 \ud574\uacb0\ud558\uace0 \ub85c\uceec \uc5c5\ub370\uc774\ud2b8\uac00 \uae00\ub85c\ubc8c \ubaa8\ub378\uc5d0\uc11c \ub108\ubb34 \uba40\ub9ac \uc774\ud0c8\ud558\ub294 \uac83\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uc815\uaddc\ud654 \uc6a9\uc5b4\ub97c \ucd94\uac00\ud569\ub2c8\ub2e4. \uc774\ub294 \ud074\ub77c\uc774\uc5b8\ud2b8 \ub370\uc774\ud130 \uc138\ud2b8\uac00 \ud06c\uac8c \ub2e4\ub97c \ub54c \uc218\ub834\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc548\uc804\ud55c \uc9d1\uacc4:<\/b> \uc774\ub294 \ud6c8\ub828 \uc54c\uace0\ub9ac\uc998 \uc790\uccb4\uac00 \uc544\ub2c8\ub77c \uc885\uc885 \ub2e4\ub978 \uc54c\uace0\ub9ac\uc998\uacfc \uc9dd\uc744 \uc774\ub8e8\ub294 \uc554\ud638\ud654 \uae30\uc220\uc785\ub2c8\ub2e4. \ubcf4\uc548 \uc9d1\uacc4\ub97c \uc0ac\uc6a9\ud558\uba74 \uc11c\ubc84\uac00 \uac1c\ubcc4 \ucc38\uac00\uc790\uc758 \uc5c5\ub370\uc774\ud2b8\ub97c \ud559\uc2b5\ud558\uc9c0 \uc54a\uace0\ub3c4 \ub85c\uceec \uc5c5\ub370\uc774\ud2b8\uc758 \ud3c9\uade0\uc744 \uacc4\uc0b0\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uacc4\uce35\uc774 \ucd94\uac00\ub429\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc801\uc751\ud615 \uc5f0\ud569 \ucd5c\uc801\ud654:<\/b> \uc774\ub7ec\ud55c \uace0\uae09 \uc54c\uace0\ub9ac\uc998\uc5d0\ub294 \uc801\uc751\ud615 \ud559\uc2b5 \uc18d\ub3c4( <a href=\"https:\/\/builtin.com\/machine-learning\/adam-optimization\" target=\"_blank\" rel=\"noopener\">Adam<\/a> \ub610\ub294 <a href=\"https:\/\/www.satyenkale.com\/papers\/yogi.pdf\" target=\"_blank\" rel=\"noopener\">Yogi<\/a>)\ub97c \ud398\ub354\ub808\uc774\uc158 \uc124\uc815\uc5d0 \ucd94\uac00\ud558\uc5ec \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uace0 \ud074\ub77c\uc774\uc5b8\ud2b8 \uac04\uc5d0 \ube44\uc544\uc774\ub514(\ub3c5\ub9bd\uc801\uc774\uc9c0 \uc54a\uace0 \ub3d9\uc77c\ud558\uac8c \ubd84\uc0b0\ub41c) \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\uc62c\ubc14\ub978 \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc740 \uc0ac\uc6a9 \uc0ac\ub840, \ub370\uc774\ud130\uc758 \ud2b9\uc131, \uc18d\ub3c4\uc640 \uc815\ud655\uc131, \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc0ac\uc774\uc5d0\uc11c \uc5b4\ub5a4 \uc808\ucda9\uc548\uc744 \ud0dd\ud560 \uac83\uc778\uc9c0\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n<h2>\uc5f0\ud569 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c<\/h2>\n<p>\uc5ec\ub7ec \uc870\uc9c1\uacfc \uac1c\ubc1c\uc790\uac00 \ud074\ub77c\uc774\uc5b8\ud2b8-\uc11c\ubc84 \uc870\uc815, \uc548\uc804\ud55c \ubaa8\ub378 \uc9d1\uacc4, \ud655\uc7a5 \uac00\ub2a5\ud55c \ubc30\ud3ec\uc640 \uac19\uc740 \ubb38\uc81c\ub97c \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 \uc5f0\ud569 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ub9cc\ub4e4\uc5b4 \uc778\ud504\ub77c\ubcf4\ub2e4\ub294 \ubaa8\ub378 \uc124\uacc4\uc640 \uc2e4\ud5d8\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc5f0\ud569 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c \uc911 \uc77c\ubd80\uc785\ub2c8\ub2e4:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-17150\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/image1-4-1024x982.png\" alt=\"Federated learning frameworks that help with client-server coordination, secure model aggregation, and scalable deployment\" width=\"900\" height=\"863\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/image1-4-1024x982.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/image1-4-300x288.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/image1-4-768x737.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/image1-4-1320x1266.png 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/image1-4.png 1468w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li aria-level=\"1\"><b>IBM \uc5f0\ud569 \ud559\uc2b5: <\/b>IBM\uc758 \uc194\ub8e8\uc158\uc740 \ucc38\uc5ec\uc790 \uac04\uc5d0 \ubbfc\uac10\ud55c \ub370\uc774\ud130\ub97c \uacf5\uc720\ud558\uc9c0 \uc54a\uace0\ub3c4 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8\ub97c \uc870\uc815\ud558\uc5ec \uc5ec\ub7ec \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \uc548\uc804\ud558\uace0 \ubd84\uc0b0\ub41c \ubaa8\ub378 \ud559\uc2b5\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ud150\uc11c\ud50c\ub85c\uc6b0 \uc5f0\ud569(TFF): <\/b>Google\uc5d0\uc11c \uac1c\ubc1c\ud55c TFF\ub294 \ud150\uc11c\ud50c\ub85c\uc6b0\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc5f0\ud569 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc744 \uc2e4\ud5d8\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\ud55c \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc5f0\ud569 \ud658\uacbd\uc758 \uc2dc\ubbac\ub808\uc774\uc158\uc744 \uc9c0\uc6d0\ud558\uace0 \uc0ac\uc6a9\uc790 \uc9c0\uc815 \uc9d1\uacc4 \ubc0f \ud6c8\ub828 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud55c \ube4c\ub529 \ube14\ub85d\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>PySyft: <\/b>OpenMined\uc5d0\uc11c \ub9cc\ub4e0 PySyft\ub294 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \uc911\uc810\uc744 \ub454 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \uc5f0\ud569 \ud559\uc2b5, \ucc28\ub4f1 \ud504\ub77c\uc774\ubc84\uc2dc, \uc554\ud638\ud654\ub41c \uacc4\uc0b0\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. PySyft\ub294 PyTorch\uc640 \ud1b5\ud569\ub418\uba70 \uac15\ub825\ud55c \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub97c \ubcf4\uc7a5\ud558\ub294 \ubd84\uc0b0\ud615 AI \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>FATE(\uc5f0\ud569 AI \uae30\uc220 \uc778\uc5d0\uc774\ube14\ub7ec):<\/b> WeBank\uc5d0\uc11c \ub9cc\ub4e0 FATE\ub294 \ub3d9\ud615 \uc554\ud638\ud654 \ubc0f \uc548\uc804\ud55c \ub2e4\uc790\uac04 \uacc4\uc0b0\uacfc \uac19\uc740 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uae30\uc220\uc774 \uc801\uc6a9\ub41c \uc5f0\ud569 \ud559\uc2b5 \ud658\uacbd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uaf43(flwr): <\/b>Flower\ub294 \uace0\ub3c4\ub85c \uc0ac\uc6a9\uc790 \uc815\uc758\uac00 \uac00\ub2a5\ud558\uace0 \uac00\ubcbc\uc6b4 \uc5f0\ud569 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \ubaa8\ub4e0 ML \ub77c\uc774\ube0c\ub7ec\ub9ac(\uc608: PyTorch, TensorFlow \ub610\ub294 scikit-learn)\uc640 \ud568\uaed8 \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc720\uc5f0\ud55c \uc544\ud0a4\ud14d\ucc98\ub97c \ud1b5\ud574 \uad50\uc721 \ubc0f \uc0b0\uc5c5 \ud658\uacbd\uc5d0\uc11c \uc5f0\ud569 \ud559\uc2b5 \uc2dc\uc2a4\ud15c\uc744 \uc27d\uac8c \ud504\ub85c\ud1a0\ud0c0\uc774\ud551\ud558\uace0 \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\"><\/li>\n<\/ul>\n<h2>\uc0b0\uc5c5 \uc804\ubc18\uc5d0 \uac78\uce5c \uc5f0\ud569 \ud559\uc2b5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/h2>\n<p>\uaddc\uc81c \uc694\uac74\uc774 \ub354\uc6b1 \uc5c4\uaca9\ud574\uc9c0\uace0 \ubd84\uc0b0\ub41c \ub370\uc774\ud130\uc758 \uc591\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc5f0\ud569 \ud559\uc2b5\uc740 \uac1c\uc778\uc815\ubcf4\ub97c \uc874\uc911\ud558\uace0 \uaddc\uc815 \uc900\uc218\ub97c \uac15\ud654\ud558\uba70 \uc870\uc9c1 \uac04\uc758 \ud611\uc5c5\uc744 \uc7a5\ub824\ud558\ub294 \uc2e4\ud589 \uac00\ub2a5\ud558\uace0 \ud655\uc7a5 \uac00\ub2a5\ud55c AI \ud601\uc2e0 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc5f0\ud569 \ud559\uc2b5\uc740 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \ub178\ucd9c\ud558\uc9c0 \uc54a\uace0\ub3c4 \ud611\uc5c5 \ubaa8\ub378 \ud559\uc2b5\uc744 \uac00\ub2a5\ud558\uac8c \ud568\uc73c\ub85c\uc368 \uc0b0\uc5c5 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc218\ub9ce\uc740 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ud5ec\uc2a4\ucf00\uc5b4<\/h3>\n<p style=\"padding-left: 40px;\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/healthcare\/\" target=\"_blank\" rel=\"noopener\">\ubcd1\uc6d0 \ubc0f \uc5f0\uad6c \uae30\uad00<\/a> \uc5f0\ud569 \ud559\uc2b5\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1c\uc778 \uc815\ubcf4\ub97c \uce68\ud574\ud558\uc9c0 \uc54a\uace0 \ubd84\uc0b0\ub41c \ud658\uc790 \ub370\uc774\ud130\uc5d0\uc11c \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc9c8\ubcd1 \uc870\uae30 \ubc1c\uacac, \uac1c\uc778 \ub9de\ucda4\ud615 \uce58\ub8cc \ucd94\ucc9c, \uc758\ub8cc \uc601\uc0c1 \uc9c4\ub2e8 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub418\uba70, \ubaa8\ub450 \uae30\uad00 \uc678\ubd80\ub85c \uc720\ucd9c\ub418\uc9c0 \uc54a\ub294 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\uae08\uc735<\/h3>\n<p style=\"padding-left: 40px;\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/financial-services\/\" target=\"_blank\" rel=\"noopener\">\uc740\ud589 \ubc0f \ubcf4\ud5d8 \uc81c\uacf5\uc5c5\uccb4<\/a> \uc5f0\ud569 \ud559\uc2b5\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0ac\uae30\ub97c \ud0d0\uc9c0\ud558\uace0 \uc2e0\uc6a9 \uc704\ud5d8\uc744 \ud3c9\uac00\ud558\uba70 \uac1c\uc778\ud654\ub97c \uac1c\uc120\ud558\ub294 \ub3d9\uc2dc\uc5d0 \uace0\uac1d \ub370\uc774\ud130\ub97c \uc0ac\uc77c\ub85c\ud654\ud558\uc5ec GDPR \ubc0f HIPAA\uc640 \uac19\uc740 \uaddc\uc815\uc744 \uc900\uc218\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \uae30\uad00\uc774 \ubbfc\uac10\ud55c \uc7ac\ubb34 \uae30\ub85d\uc744 \ub178\ucd9c\ud558\uc9c0 \uc54a\uace0\ub3c4 \ud611\uc5c5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ud1b5\uc2e0<\/h3>\n<p style=\"padding-left: 40px;\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/telecommunications\/\" target=\"_blank\" rel=\"noopener\">\ubaa8\ubc14\uc77c \ub124\ud2b8\uc6cc\ud06c \uc0ac\uc5c5\uc790<\/a> \uc5f0\ud569 \ud559\uc2b5\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc6a9 \ud328\ud134\uc5d0 \uc801\uc751\ud558\ub294 \uc628\ub514\ubc14\uc774\uc2a4 \ubaa8\ub378\uc744 \ud1b5\ud574 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \uac1c\uc120\ud558\uace0, \ub124\ud2b8\uc6cc\ud06c \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uba70, \uace0\uac1d \ub370\uc774\ud130\ub97c \ud074\ub77c\uc6b0\ub4dc\ub85c \uc804\uc1a1\ud558\uc9c0 \uc54a\uace0\ub3c4 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\uc18c\ub9e4 \ubc0f \uc774\ucee4\uba38\uc2a4<\/h3>\n<p style=\"padding-left: 40px;\">\uc5f0\ud569 \ud559\uc2b5 \uc9c0\uc6d0 \ud611\uc5c5 <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/smart-personalization\/\" target=\"_blank\" rel=\"noopener\">\uac1c\uc778\ud654 \ubc0f \ucd94\ucc9c \uc5d4\uc9c4<\/a> \uc804\ubc18\uc801\uc73c\ub85c <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/retail-and-ecommerce\/\" target=\"_blank\" rel=\"noopener\">\ub9ac\ud14c\uc77c\ub7ec \ub610\ub294 \ud50c\ub7ab\ud3fc<\/a>\ub97c \ud1b5\ud574 \uac1c\ubcc4 \uac80\uc0c9 \ubc0f \uad6c\ub9e4 \ud589\ub3d9\uc5d0 \ub300\ud55c \uae30\ubc00\uc744 \uc720\uc9c0\ud558\uba74\uc11c \uace0\uac1d \uc778\uc0ac\uc774\ud2b8\ub97c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\uc81c\uc870 \ubc0f IoT<\/h3>\n<p style=\"padding-left: 40px;\">In <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/manufacturing-and-logistics\/\" target=\"_blank\" rel=\"noopener\">\uc0b0\uc5c5 \ud658\uacbd<\/a>\uc5f0\ud569 \ud559\uc2b5\uc744 \uc0ac\uc6a9\ud558\uba74 \uc13c\uc11c \ubc0f \uc2a4\ub9c8\ud2b8 \uba38\uc2e0\uacfc \uac19\uc740 \uc5e3\uc9c0 \ub514\ubc14\uc774\uc2a4\uac00 \ub85c\uceec \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\uc0c1 \uc9d5\ud6c4 \uac10\uc9c0, \uc608\uce21 \uc720\uc9c0 \uad00\ub9ac \ubc0f \ud488\uc9c8 \uad00\ub9ac\ub97c \uc704\ud55c \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uc5ec \uc9c0\uc5f0 \uc2dc\uac04\uacfc \ub300\uc5ed\ud3ed\uc744 \uc904\uc774\uba74\uc11c \uc9c0\uc801 \uc7ac\uc0b0(IP) \ubc0f \uc6b4\uc601 \ub370\uc774\ud130\ub97c \ubcf4\ud638\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\uc790\uc728\uc8fc\ud589 \ucc28\ub7c9<\/h3>\n<p style=\"padding-left: 40px;\">\uc790\ub3d9\ucc28 \uc81c\uc870\uc5c5\uccb4\ub294 \uc5f0\ud569 \ud559\uc2b5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubd84\uc0b0\ub41c \ucc28\ub7c9\uc5d0\uc11c \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub0b4\ube44\uac8c\uc774\uc158, \uc0ac\ubb3c \uc778\uc2dd, \uc6b4\uc804\uc790 \ud589\ub3d9\uc744 \uc704\ud55c \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc704\uce58 \ubc0f \uc0ac\uc6a9 \ub370\uc774\ud130\ub97c \uc548\uc804\ud558\uac8c \uc720\uc9c0\ud558\uba74\uc11c \ucc28\ub7c9 \uc804\ubc18\uc5d0\uc11c \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<hr \/>\n<h2>\uc5f0\ud569 \ud559\uc2b5\uc758 \uc774\uc810<\/h2>\n<p>\uc5f0\ud569 \ud559\uc2b5\uc740 \ub370\uc774\ud130\ub97c \ub85c\uceec\ub85c \uc720\uc9c0\ud558\uba74\uc11c \ubd84\uc0b0\ub41c \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \ubaa8\ub378 \ud559\uc2b5\uc744 \uac00\ub2a5\ud558\uac8c \ud568\uc73c\ub85c\uc368 \uae30\uc874\uc758 \uc911\uc559 \uc9d1\uc911\uc2dd \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \ub300\ud55c \ub300\uc548\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ub370\uc774\ud130 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubc0f \ubcf4\uc548<\/h3>\n<p style=\"padding-left: 80px;\">\uc5f0\ud569 \ud559\uc2b5\uc758 \ud575\uc2ec \uc7a5\uc810 \uc911 \ud558\ub098\ub294 \uc6d0\uc2dc \ub370\uc774\ud130\uac00 \uc18c\uc2a4 \uae30\uae30\ub098 \uc2dc\uc2a4\ud15c\uc744 \ubc97\uc5b4\ub098\uc9c0 \uc54a\ub294\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \uce68\ud574\uc5d0 \ub300\ud55c \ub178\ucd9c\uc744 \ucd5c\uc18c\ud654\ud558\uace0, GDPR \ubc0f HIPAA\uc640 \uac19\uc740 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815\uc744 \uc900\uc218\ud558\uba70, \uc911\uc559 \uc9d1\uc911\uc2dd \ub370\uc774\ud130 \uc800\uc7a5\uacfc \uad00\ub828\ub41c \uc704\ud5d8\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ub370\uc774\ud130 \ubcf4\uc874 \uaddc\uc815 \uc900\uc218<\/h3>\n<p style=\"padding-left: 80px;\">\uc5f0\ud569 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc870\uc9c1\uc740 \uad6d\uacbd\uc744 \ub118\uc5b4 \ub370\uc774\ud130\ub97c \uc804\uc1a1\ud558\uc9c0 \uc54a\uace0\ub3c4 \uc5ec\ub7ec \uc9c0\uc5ed \ub610\ub294 \uad00\ud560\uad8c\uc5d0\uc11c \ubaa8\ub378\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \ubcf4\uc874 \uaddc\uce59\uc5d0 \ub530\ub77c \ubbfc\uac10\ud55c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ubc29\ubc95\uacfc \uc7a5\uc18c\ub97c \uc81c\ud55c\ud558\ub294 \uae08\uc735 \ubc0f \uc758\ub8cc\uc640 \uac19\uc740 \uc0b0\uc5c5\uc5d0\uc11c \ud2b9\ud788 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ub370\uc774\ud130 \uc804\uc1a1 \ubc0f \ub300\uc5ed\ud3ed \ube44\uc6a9 \uc808\uac10<\/h3>\n<p style=\"padding-left: 80px;\">\uc5f0\ud569 \ud559\uc2b5\uc740 \uc804\uccb4 \ub370\uc774\ud130 \uc138\ud2b8\uac00 \uc544\ub2cc \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8\ub9cc \uc804\uc1a1\ud558\ubbc0\ub85c \ub124\ud2b8\uc6cc\ud06c\ub97c \ud1b5\ud574 \uc804\uc1a1\ud574\uc57c \ud558\ub294 \ub370\uc774\ud130\uc758 \uc591\uc744 \ud06c\uac8c \uc904\uc5ec\uc8fc\ubbc0\ub85c \ub300\uc5ed\ud3ed\uc774 \uc81c\ud55c\uc801\uc774\uac70\ub098 \ub370\uc774\ud130 \uc591\uc774 \ub9ce\uc740 \ud658\uacbd(\uc608: \uc5e3\uc9c0 \ucef4\ud4e8\ud305 \ub610\ub294 IoT \ubc30\ud3ec)\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ud5a5\uc0c1\ub41c \uac1c\uc778\ud654<\/h3>\n<p style=\"padding-left: 80px;\">\uc5f0\ud569 \ubaa8\ub378\uc740 \ub514\ubc14\uc774\uc2a4\uc5d0\uc11c \uc0ac\uc6a9\uc790\uc758 \ud589\ub3d9\uc744 \uc9c1\uc811 \ud559\uc2b5\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uc0ac\uc6a9\uc790\uc758 \uac1c\uc778 \uc815\ubcf4\ub97c \uce68\ud574\ud558\uc9c0 \uc54a\uc73c\uba74\uc11c \ub2e4\uc74c \ub2e8\uc5b4 \uc608\uce21\uc774\ub098 \ucf58\ud150\uce20 \ucd94\ucc9c\uacfc \uac19\uc740 \uace0\ub3c4\ub85c \uac1c\uc778\ud654\ub41c \uacbd\ud5d8\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\uc5e3\uc9c0 \ub514\ubc14\uc774\uc2a4 \uc804\ubc18\uc758 \ud655\uc7a5\uc131<\/h3>\n<p style=\"padding-left: 80px;\">\uc5f0\ud569 \ud559\uc2b5\uc740 \uc2a4\ub9c8\ud2b8\ud3f0\ubd80\ud130 \uc13c\uc11c, \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc11c\ubc84\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \uae30\uae30\uc5d0\uc11c \uc791\ub3d9\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ub2a5 \ub355\ubd84\uc5d0 \ub300\uaddc\ubaa8 \ubd84\uc0b0 \uad50\uc721\uc774 \ud544\uc218\uc801\uc778 \uc5e3\uc9c0 \ucef4\ud4e8\ud305 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ub370\uc774\ud130 \uacf5\uc720 \uc5c6\ub294 \ud611\uc5c5<\/h3>\n<p style=\"padding-left: 80px;\">\ubcd1\uc6d0, \uc740\ud589, \uacbd\uc7c1 \uae30\uc5c5 \ub4f1 \ub370\uc774\ud130\ub97c \uacf5\uc720\ud560 \uc218 \uc5c6\uac70\ub098 \uacf5\uc720\ud558\uc9c0 \uc54a\uc73c\ub824\ub294 \uc870\uc9c1\ub3c4 \uacf5\ub3d9 \uba38\uc2e0 \ub7ec\ub2dd \uc774\ub2c8\uc154\ud2f0\ube0c\uc5d0 \ud611\ub825\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5f0\ud569 \ud559\uc2b5\uc744 \ud1b5\ud574 \ub370\uc774\ud130 \uc8fc\uad8c\uc744 \uc720\uc9c0\ud558\uba74\uc11c \ub354 \uc815\ud655\ud55c \ubaa8\ub378\uc744 \uacf5\ub3d9\uc73c\ub85c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p style=\"padding-left: 80px;\">\uc5f0\ud569 \ud559\uc2b5\uc740 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638, \ub300\uc5ed\ud3ed, \ub370\uc774\ud130 \uc561\uc138\uc2a4 \ubb38\uc81c\ub97c \ud574\uacb0\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130\uac00 \ubd84\uc0b0\ub418\uc5b4 \uc788\uac70\ub098 \ubbfc\uac10\ud558\uac70\ub098 \uc5c4\uaca9\ud558\uac8c \uaddc\uc81c\ub418\ub294 \ubd84\uc57c\uc5d0\uc11c \uc0c8\ub85c\uc6b4 \ud601\uc2e0\uc758 \uae30\ud68c\ub97c \uc5f4\uc5b4\uc90d\ub2c8\ub2e4.<\/p>\n<hr \/>\n<h2>\uc5f0\ud569 \ud559\uc2b5\uc758 \uacfc\uc81c<\/h2>\n<p style=\"padding-left: 40px;\">\uc5f0\ud569 \ud559\uc2b5\uc740 \uac1c\uc778 \uc815\ubcf4\ub97c \ubcf4\ud638\ud558\ub294 AI\uc5d0 \ub300\ud55c \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \ub3c4\uc785\ud558\uc9c0\ub9cc, \ub300\uaddc\ubaa8 \uad6c\ud604\uc744 \ubcf5\uc7a1\ud558\uac8c \ub9cc\ub4e4 \uc218 \uc788\ub294 \uace0\uc720\ud55c \uae30\uc220 \ubc0f \uc6b4\uc601 \ubb38\uc81c\ub97c \uc57c\uae30\ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uba87 \uac00\uc9c0 \ubb38\uc81c\uc785\ub2c8\ub2e4:<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ub370\uc774\ud130 \uc774\uc9c8\uc131<\/h3>\n<p style=\"padding-left: 80px;\">\uc5f0\ud569 \ud559\uc2b5\uc5d0\uc11c \ub370\uc774\ud130\ub294 \ubd84\uc0b0\ub41c \uc0c1\ud0dc\ub85c \uc720\uc9c0\ub418\uba70 \ub2e4\uc591\ud55c \ub514\ubc14\uc774\uc2a4, \ud658\uacbd \ub610\ub294 \uc870\uc9c1\uc5d0\uc11c \uc218\uc9d1\ub418\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ube44\uc544\uc774\ub514 \ub370\uc774\ud130\uac00 \ubc1c\uc0dd\ud558\uace0, \uc774\ub97c \uc801\uc808\ud788 \ucc98\ub9ac\ud558\uc9c0 \uc54a\uc73c\uba74 \ubaa8\ub378 \uc131\ub2a5\uc774 \uc800\ud558\ub418\uac70\ub098 \ud3b8\ud5a5\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\uc2dc\uc2a4\ud15c \ubc0f \ub514\ubc14\uc774\uc2a4 \uac00\ubcc0\uc131<\/h3>\n<p style=\"padding-left: 80px;\">\ud074\ub77c\uc774\uc5b8\ud2b8 \uae30\uae30\ub294 \ucef4\ud4e8\ud305 \uc131\ub2a5, \uc5f0\uacb0\uc131, \uac00\uc6a9\uc131 \uce21\uba74\uc5d0\uc11c \ub9e4\uc6b0 \ub2e4\uc591\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \ud2b9\ud788 \uc77c\ubd80 \ud074\ub77c\uc774\uc5b8\ud2b8\uac00 \uc911\ub3c4 \ud0c8\ub77d\ud558\uac70\ub098 \uac04\ud5d0\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc5c6\ub294 \uad50\ucc28 \uc7a5\uce58 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub294 \uad50\uc721 \ub77c\uc6b4\ub4dc\ub97c \uc77c\uad00\uc131 \uc788\uac8c \uc870\uc815\ud558\uae30\uac00 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ud1b5\uc2e0 \uc624\ubc84\ud5e4\ub4dc<\/h3>\n<p style=\"padding-left: 80px;\">\uc5f0\ud569 \ud559\uc2b5\uc740 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uacf5\uc720\ud560 \ud544\uc694\uc131\uc744 \uc904\uc5ec\uc8fc\uc9c0\ub9cc, \ud074\ub77c\uc774\uc5b8\ud2b8\uc640 \uc911\uc559 \uc11c\ubc84 \uac04\uc5d0 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8\ub97c \uc790\uc8fc \uc804\uc1a1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ub300\uc5ed\ud3ed \ubcd1\ubaa9 \ud604\uc0c1\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc73c\uba70, \ud2b9\ud788 \ub300\uaddc\ubaa8 \ubaa8\ub378\uc774\ub098 \ub9ac\uc18c\uc2a4\uac00 \uc81c\ud55c\ub41c \uc7a5\uce58\ub97c \ub2e4\ub8f0 \ub54c \ub354\uc6b1 \uadf8\ub807\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \ubc0f \ubcf4\uc548 \uc704\ud5d8<\/h3>\n<p style=\"padding-left: 80px;\">\ub370\uc774\ud130\uac00 \uc9c1\uc811 \uacf5\uc720\ub418\uc9c0\ub294 \uc54a\uc9c0\ub9cc, \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8\ub294 \ucd94\ub860 \ub610\ub294 \uc7ac\uad6c\uc131 \uacf5\uaca9\uc744 \ud1b5\ud574 \ubbfc\uac10\ud55c \uc815\ubcf4\ub97c \uc720\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucc28\ub4f1 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638, \ubcf4\uc548 \uc9d1\uacc4 \ub610\ub294 \ub3d9\ud615 \uc554\ud638\ud654\uc640 \uac19\uc740 \uac15\ub825\ud55c \ubc29\uc5b4 \uae30\ub2a5\uc744 \uad6c\ud604\ud558\uba74 \ubcf5\uc7a1\uc131\uacfc \uacc4\uc0b0 \ube44\uc6a9\uc774 \ucd94\uac00\ub429\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ubaa8\ub378 \uc735\ud569 \ubc0f \ucd5c\uc801\ud654<\/h3>\n<p style=\"padding-left: 80px;\">\uc774\uc9c8\uc801\uc774\uace0 \ubd84\uc0b0\ub41c \ud658\uacbd\uc5d0\uc11c \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uba74 \ucee8\ubc84\uc804\uc2a4 \uc18d\ub3c4\uac00 \ub290\ub824\uc9c0\uace0 \uc548\uc815\uc131\uc774 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\uad00\ub41c \uc131\ub2a5\uc744 \ubcf4\uc7a5\ud558\ub824\uba74 \uc804\ubb38\ud654\ub41c \ucd5c\uc801\ud654 \uae30\uc220\uacfc \uc2e0\uc911\ud55c \uc9d1\uacc4 \uc804\ub7b5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400; padding-left: 40px;\">\ub514\ubc84\uae45 \ubc0f \ud1b5\ud569 \uac00\uc2dc\uc131<\/h3>\n<p style=\"padding-left: 80px;\">\uac80\uc0ac\ud560 \uc911\uc559 \uc9d1\uc911\uc2dd \ub370\uc774\ud130 \uc138\ud2b8\uac00 \uc5c6\uc73c\uba74 \uc131\ub2a5 \uc800\ud558, \uc774\uc0c1 \ud604\uc0c1 \ub610\ub294 \uc7a5\uc560\uc758 \uadfc\ubcf8 \uc6d0\uc778\uc744 \ud30c\uc545\ud558\uae30\uac00 \ub354 \uc5b4\ub824\uc6cc\uc9d1\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub294 \ud074\ub77c\uc774\uc5b8\ud2b8 \ud589\ub3d9, \ub370\uc774\ud130 \ub4dc\ub9ac\ud504\ud2b8, \uc5c5\ub370\uc774\ud2b8 \ud488\uc9c8\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\ub294 \ud234\uc744 \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uc5b4\ub824\uc6c0\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \uc5f0\ud569 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub300\ud55c \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \ubc1c\uc804\uc73c\ub85c \ud504\ub85c\ub355\uc158\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc774 \uc810\uc810 \ub192\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2e0\uc911\ud55c \uacc4\ud68d, \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc870\uce58, \uc0ac\ub824 \uae4a\uc740 \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\ub97c \ud1b5\ud574 \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \uc0c1\ub2f9 \ubd80\ubd84 \uc644\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<hr \/>\n<h2>\uc5f0\ud569 \ud559\uc2b5\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95<\/h2>\n<p>\uc5f0\ud569 \ud559\uc2b5\uc744 \uad6c\ud604\ud558\ub824\uba74 \ub2e8\uc21c\ud788 \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\ub294 \uac83\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc5ec\ub7ec \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0 \uac78\uccd0 \uc548\uc804\ud558\uace0 \ubd84\uc0b0\ub41c \ud559\uc2b5\uc744 \uc124\uc815\ud558\ub294 \uac83\ub3c4 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ubaa8\ubc14\uc77c \ub514\ubc14\uc774\uc2a4, \uc5e3\uc9c0 \uc13c\uc11c, \uc870\uc9c1 \uc0ac\uc77c\ub85c \ub4f1 \uc5b4\ub5a4 \ud658\uacbd\uc5d0\uc11c \uc791\uc5c5\ud558\ub4e0 \uc774 \ud504\ub85c\uc138\uc2a4\uc5d0\ub294 \uc2e0\uc911\ud55c \uc124\uacc4\uc640 \uc801\uc808\ud55c \ud234\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uad00\ub828\ub41c \uc8fc\uc694 \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li aria-level=\"1\"><b>\uc0ac\uc6a9 \uc0ac\ub840\uc640 \ucc38\uc5ec\uc790\ub97c \uc815\uc758\ud569\ub2c8\ub2e4:<\/b> \ud574\uacb0\ud558\ub824\ub294 \ubb38\uc81c\uc640 \uad50\uc721\uc5d0 \ucc38\uc5ec\ud560 \uc8fc\uccb4\ub97c \ud30c\uc545\ud558\ub294 \uac83\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694. \uc0ac\uc6a9\uc790 \ub514\ubc14\uc774\uc2a4(\uad50\ucc28 \ub514\ubc14\uc774\uc2a4 \ud559\uc2b5) \ub610\ub294 \uc5ec\ub7ec \uc870\uc9c1(\uad50\ucc28 \uc0ac\uc77c\ub85c \ud559\uc2b5)\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucc38\uac00\uc790\uc758 \uc778\ud504\ub77c, \ub370\uc774\ud130 \uc720\ud615 \ubc0f \uc81c\uc57d \uc870\uac74\uc744 \uc774\ud574\ud558\uba74 \uc544\ud0a4\ud14d\ucc98\uc640 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uae30\ubcf8 \ubaa8\ub378\uc744 \uc900\ube44\ud569\ub2c8\ub2e4:<\/b> \ubb38\uc81c \ub3c4\uba54\uc778\uc5d0 \ub9de\ub294 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\ub97c \uac1c\ubc1c\ud558\uac70\ub098 \uc120\ud0dd\ud558\uc138\uc694. \ucd08\uae30 \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uacf5\uac1c \ub610\ub294 \ud569\uc131 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ud558\uc5ec \uc2dc\uc791\uc810\uc744 \uc124\uc815\ud55c \ud6c4 \uc5f0\ud569 \uc5c5\ub370\uc774\ud2b8\ub97c \uc704\ud574 \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0 \ubc30\ud3ec\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ud658\uacbd\uc744 \uc124\uc815\ud569\ub2c8\ub2e4:<\/b> \ud074\ub77c\uc774\uc5b8\ud2b8-\uc11c\ubc84 \ud1b5\uc2e0, \ubaa8\ub378 \ub3d9\uae30\ud654 \ubc0f \uc5c5\ub370\uc774\ud2b8 \uc9d1\uacc4\ub97c \uad00\ub9ac\ud558\uae30 \uc704\ud574 \uc5f0\ud569 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c(\uc608: TensorFlow Federated, PySyft \ub610\ub294 Flower)\ub97c \uad6c\ud604\ud558\uac70\ub098 \ucc44\ud0dd\ud569\ub2c8\ub2e4. \ubaa8\ub378 \ubc30\ud3ec\ub97c \ucc98\ub9ac\ud558\uace0 \uc5c5\ub370\uc774\ud2b8\ub97c \uc218\uc9d1\ud558\ub3c4\ub85d \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uc11c\ubc84\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud569\ub2c8\ub2e4:<\/b> \uae30\ubcf8 \ubaa8\ub378\uc744 \ucc38\uc5ec \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0 \ubcf4\ub0c5\ub2c8\ub2e4. \uac01 \ud074\ub77c\uc774\uc5b8\ud2b8\ub294 \ubbf8\ub9ac \uc815\uc758\ub41c \uae30\uac04 \ub610\ub294 \ub2e8\uacc4 \uc218 \ub3d9\uc548 \uac1c\uc778 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub85c\uceec\uc5d0\uc11c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ud604\uc9c0 \uad50\uc721\uc744 \uc218\ud589\ud569\ub2c8\ub2e4:<\/b> \uac01 \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0\uc11c \ub85c\uceec \ubaa8\ub378 \ud559\uc2b5\uc744 \uc2e4\ud589\ud558\uba74\uc11c \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uae30\uae30 \ub0b4 \ub610\ub294 \uc81c\uc790\ub9ac\uc5d0 \uc720\uc9c0\ud569\ub2c8\ub2e4. \ud6c8\ub828 \ud6c4\uc5d0\ub294 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8(\uc608: \uadf8\ub77c\ub370\uc774\uc158 \ub610\ub294 \uac00\uc911\uce58)\ub9cc \uc911\uc559 \uc11c\ubc84\ub85c \ub2e4\uc2dc \uc804\uc1a1\ub429\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8\ub97c \uc9d1\uacc4\ud569\ub2c8\ub2e4:<\/b> \uc11c\ubc84\uc5d0\uc11c \uc9d1\uacc4 \uc54c\uace0\ub9ac\uc998(\uc77c\ubc18\uc801\uc73c\ub85c FedAvg)\uc744 \uc801\uc6a9\ud558\uc5ec \ud074\ub77c\uc774\uc5b8\ud2b8 \uc5c5\ub370\uc774\ud2b8\ub97c \uacb0\ud569\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\ub294 \ud544\ud130\ub9c1, \uac00\uc911\uce58 \ubd80\uc5ec \ub610\ub294 \ubcf4\uc548 \uc9d1\uacc4 \ub610\ub294 \ucc28\ub4f1 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\uc640 \uac19\uc740 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uae30\uc220 \uc801\uc6a9\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ubc18\ubcf5\ud558\uace0 \ubc18\ubcf5\ud569\ub2c8\ub2e4:<\/b> \uc5ec\ub7ec \ub77c\uc6b4\ub4dc\uc5d0 \uac78\uccd0 \ud6c8\ub828 \uacfc\uc815\uc744 \ubc18\ubcf5\ud569\ub2c8\ub2e4. \ubc18\ubcf5\ud560 \ub54c\ub9c8\ub2e4 \ubaa8\ub378\uc774 \uc5c5\ub370\uc774\ud2b8\ub418\uace0 \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0 \uc7ac\ubc30\ud3ec\ub418\uc5b4 \ub354\uc6b1 \uc815\uad50\ud574\uc9c0\uba70 \uc810\ucc28 \uc131\ub2a5\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ubaa8\ub2c8\ud130\ub9c1, \ud3c9\uac00 \ubc0f \ubc30\ud3ec<\/b> \uac80\uc99d \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uae00\ub85c\ubc8c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc815\uae30\uc801\uc73c\ub85c \ud3c9\uac00\ud569\ub2c8\ub2e4. \ubaa8\ub378 \uc815\ud655\ub3c4, \ud074\ub77c\uc774\uc5b8\ud2b8 \ucc38\uc5ec\uc728, \ub370\uc774\ud130 \ub4dc\ub9ac\ud504\ud2b8\uc640 \uac19\uc740 \uc8fc\uc694 \uc9c0\ud45c\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uc138\uc694. \ubaa8\ub378\uc774 \uc774\uc0c1\uc801\uc778 \uc131\ub2a5 \uc218\uc900\uc5d0 \ub3c4\ub2ec\ud558\uba74 \ud504\ub85c\ub355\uc158\uc5d0 \ubc30\ud3ec\ud558\uc138\uc694.<\/li>\n<li aria-level=\"1\"><b>\ubcf4\uc548 \ubc0f \uc720\uc9c0 \uad00\ub9ac:<\/b> \uad50\uc721\uc744 \uc2dc\ud589\ud558\ub294 \ub3d9\uc548 \uac15\ub825\ud55c \ubcf4\uc548 \ubc0f \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uad00\ud589\uc744 \uc2dc\ud589\ud558\uc138\uc694. \uc554\ud638\ud654, \uc778\uc99d \ubc0f \uac10\uc0ac \uba54\ucee4\ub2c8\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uad50\uc721 \ud504\ub85c\uc138\uc2a4\uc758 \ubb34\uacb0\uc131\uc744 \ubcf4\ud638\ud558\uace0 \ucc38\uac00\uc790 \uac04\uc758 \uc2e0\ub8b0\ub97c \ud655\ubcf4\ud558\uc138\uc694.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<h2>10\uac00\uc9c0 \ud575\uc2ec \uc0ac\ud56d \ubc0f \ub9ac\uc18c\uc2a4<\/h2>\n<p>\uc5f0\ud569 \ud559\uc2b5\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub3d5\uae30 \uc704\ud574 \uc5f0\ud569 \ud559\uc2b5\uc758 \ud575\uc2ec \uac1c\ub150, \uc774\uc810 \ubc0f \uacfc\uc81c\uc5d0 \uad00\ud55c 10\uac00\uc9c0 \ud575\uc2ec \uc0ac\ud56d\uc744 \uc815\ub9ac\ud574 \ubcf4\uc558\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li aria-level=\"1\"><b>\uc5f0\ud569 \ud559\uc2b5\uc73c\ub85c \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uacf5\uc720\ud558\uc9c0 \uc54a\uace0\ub3c4 \ubaa8\ub378 \ud559\uc2b5 \uac00\ub2a5<\/b>\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ub85c\uceec\uc5d0 \uc720\uc9c0\ud568\uc73c\ub85c\uc368 \uac1c\uc778 \uc815\ubcf4\ub97c \ubcf4\ud638\ud558\uace0 \ub370\uc774\ud130 \uc804\uc1a1\uc744 \uc904\uc785\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc8fc\uae30\uc801\uc778 \ud504\ub85c\uc138\uc2a4\ub97c \ud1b5\ud574 \uc6b4\uc601\ub429\ub2c8\ub2e4.<\/b> \uae00\ub85c\ubc8c \ubaa8\ub378 \ucd08\uae30\ud654, \ub85c\uceec \ud074\ub77c\uc774\uc5b8\ud2b8 \uad50\uc721, \uc5c5\ub370\uc774\ud2b8 \uacf5\uc720, \uc11c\ubc84 \uc9d1\uacc4 \ubc0f \ubaa8\ub378 \uc7ac\ubc30\ud3ec\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc5f0\ud569 \ud559\uc2b5\uc5d0\ub294 \uc5ec\ub7ec \uc720\ud615\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/b>\uc218\ud3c9, \uc218\uc9c1 \ubc0f \uc5f0\ud569 \uc804\uc1a1 \ud559\uc2b5\uc744 \ud3ec\ud568\ud558\uc5ec \uac01\uac01 \ub2e4\ub978 \ub370\uc774\ud130 \ubc30\ud3ec \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc801\ud569\ud55c \ub2e4\uc591\ud55c \uc804\uc1a1 \ud559\uc2b5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>FedAvg \ubc0f FedProx\uc640 \uac19\uc740 \uc5f0\ud569 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998<\/b> \uc5c5\ub370\uc774\ud2b8 \uc9d1\uacc4\ub97c \ucc98\ub9ac\ud558\ub294 \ub3d9\uc2dc\uc5d0 \uc131\ub2a5, \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubc0f \uc2dc\uc2a4\ud15c \uac00\ubcc0\uc131\uc758 \uade0\ud615\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>IBM \uc5f0\ud569 \ud559\uc2b5, \ud150\uc11c\ud50c\ub85c\uc6b0 \uc5f0\ud569, \ud50c\ub77c\uc6cc\uc640 \uac19\uc740 \ud504\ub808\uc784\uc6cc\ud06c<\/b> \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158, \ubcf4\uc548 \ubc0f \ud655\uc7a5\uc131\uc744 \uad00\ub9ac\ud558\uc5ec \ubc30\ud3ec\ub97c \uac04\uc18c\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc5f0\ud569 \ud559\uc2b5\uc740 \uc0b0\uc5c5 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/b>\uc758\ub8cc, \uae08\uc735, \ud1b5\uc2e0, \uc18c\ub9e4, \uc790\uc728\uc8fc\ud589\ucc28 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\uc5d0 \ubbfc\uac10\ud55c \ud601\uc2e0\uc744 \uc9c0\uc6d0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/b>\ub370\uc774\ud130 \ud504\ub77c\uc774\ubc84\uc2dc, \ub300\uc5ed\ud3ed \ube44\uc6a9 \uc808\uac10, \ub370\uc774\ud130 \uac70\uc8fc\uc9c0 \uad00\ub828 \ubc95\ub960 \uc900\uc218, \uac1c\uc778\ud654 \uac15\ud654 \ub4f1 \ub2e4\uc591\ud55c \uc774\uc810\uc744 \ub204\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ub370\uc774\ud130 \uc774\uc9c8\uc131, \ud074\ub77c\uc774\uc5b8\ud2b8 \uac00\ubcc0\uc131, \ud1b5\uc2e0 \uc624\ubc84\ud5e4\ub4dc \ub4f1\uc758 \ubb38\uc81c\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/b>\uacf5\uc720 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8\ub85c \uc778\ud55c \uc7a0\uc7ac\uc801\uc778 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc704\ud5d8.<\/li>\n<li aria-level=\"1\"><b>\uc5f0\ud569 \ud559\uc2b5\uc744 \uad6c\ud604\ud558\ub824\uba74 \uad6c\uc870\ud654\ub41c \uc811\uadfc \ubc29\uc2dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/b>\ucc38\uc5ec\uc790 \uc815\uc758, \uc778\ud504\ub77c \uc124\uc815, \uc9d1\uacc4 \uc804\ub7b5 \uc120\ud0dd, \ud504\ub85c\uc138\uc2a4 \ubcf4\uc548 \ub4f1\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc62c\ubc14\ub978 \ub3c4\uad6c\uc640 \uc548\uc804 \uc7a5\uce58\ub97c \uac16\ucd98 \uc5f0\ud569 \ud559\uc2b5\uc740 \ud504\ub85c\ub355\uc158\uc5d0 \ubc14\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/b>\ub97c \ud1b5\ud574 \uc911\uc559 \uc9d1\uc911\uc2dd \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \ub300\ud55c \ud655\uc7a5 \uac00\ub2a5\ud558\uace0 \uac1c\uc778 \uc815\ubcf4\ub97c \uace0\ub824\ud55c \ub300\uc548\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>AI \uc5ec\uc815\uc744 \uacc4\uc18d \uc774\uc5b4\uac00\ub824\uba74 \uc774 \ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c\uc5d0 \ub098\uc5f4\ub41c Couchbase \ubc0f \uc5f0\ud569 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\uc758 \ub9ac\uc18c\uc2a4\ub97c \uac80\ud1a0\ud558\uc138\uc694:<\/p>\n<h3 style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ub9ac\uc18c\uc2a4<\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/edge-ai\/\" target=\"_blank\" rel=\"noopener\">\uc5e3\uc9c0 AI\uc640 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc5ed\ud560 - \ube14\ub85c\uadf8<\/a><\/li>\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/artificial-intelligence\/\" target=\"_blank\" rel=\"noopener\">\uc778\uacf5 \uc9c0\ub2a5(AI) \uc0ac\uc6a9 \uc0ac\ub840<\/a><\/li>\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/edge-computing\/\" target=\"_blank\" rel=\"noopener\">\uc5e3\uc9c0 \ucef4\ud4e8\ud305 \uc0ac\uc6a9 \uc0ac\ub840<\/a><\/li>\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-are-foundation-models\/\" target=\"_blank\" rel=\"noopener\">\ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694? (\ud50c\ub7ec\uc2a4 \uc720\ud615 \ubc0f \uc0ac\uc6a9 \uc0ac\ub840) - \ube14\ub85c\uadf8<\/a><\/li>\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/developers\/integrations\/\" target=\"_blank\" rel=\"noopener\">\ud1b5\ud569 \ubc0f \ub3c4\uad6c - \uac1c\ubc1c\uc790<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 style=\"font-weight: 400;\">\uc5f0\ud569 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c \ub9ac\uc18c\uc2a4<\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li aria-level=\"1\"><a href=\"https:\/\/www.ibm.com\/docs\/en\/watsonx\/saas?topic=models-federated-learning\" target=\"_blank\" rel=\"noopener\">IBM \uc5f0\ud569 \ud559\uc2b5 - \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/www.tensorflow.org\/federated\" target=\"_blank\" rel=\"noopener\">\ud150\uc11c\ud50c\ub85c \ud398\ub354\ub808\uc774\uc158 - \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/github.com\/OpenMined\/PySyft\" target=\"_blank\" rel=\"noopener\">PySyft - \uacf5\uc2dd GitHub \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac<\/a><\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/github.com\/FederatedAI\/FATE\" target=\"_blank\" rel=\"noopener\">FATE - \uacf5\uc2dd GitHub \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac<\/a><\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/github.com\/adap\/flower\" target=\"_blank\" rel=\"noopener\">Flower - \uacf5\uc2dd GitHub \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac\u00a0<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/h2>\n<p><b>\uc5f0\ud569 \ud559\uc2b5 \ubaa8\ub378\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/b> \uc5f0\ud569 \ud559\uc2b5 \ubaa8\ub378\uc740 \uc5ec\ub7ec \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0 \uac78\uccd0 \ubd84\uc0b0\ub41c \ub370\uc774\ud130\ub85c \ud559\uc2b5\ub41c ML \ubaa8\ub378\uc785\ub2c8\ub2e4. \uac01 \ud074\ub77c\uc774\uc5b8\ud2b8\uc758 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \ub3c5\ub9bd\uc801\uc73c\ub85c \ud559\uc2b5\ub41c \ub85c\uceec \ubaa8\ub378\uc758 \uc5c5\ub370\uc774\ud2b8\ub97c \uc9d1\uacc4\ud558\uc5ec \ubc1c\uc804\ud569\ub2c8\ub2e4.<\/p>\n<p><b>\uc5f0\ud569 \ud559\uc2b5\uc758 \uc608\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/b> \uc5f0\ud569 \ud559\uc2b5\uc758 \uc77c\ubc18\uc801\uc778 \uc608\ub294 \uc2a4\ub9c8\ud2b8\ud3f0\uc758 \uc608\uce21 \ud14d\uc2a4\ud2b8\uc778\ub370, \ud0a4\ubcf4\ub4dc \ubaa8\ub378\uc740 \uae30\uae30\uc5d0\uc11c \uc0ac\uc6a9\uc790\uc758 \ud0c0\uc774\ud551 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\uace0 \uc785\ub825\ub41c \ud14d\uc2a4\ud2b8\uac00 \uc544\ub2cc \uc5c5\ub370\uc774\ud2b8\ub9cc \uc804\uc1a1\ud558\uc5ec \uc0ac\uc6a9\uc790 \uac04\uc5d0 \uacf5\uc720\ub418\ub294 \uae00\ub85c\ubc8c \ubaa8\ub378\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n<p><b>\uc5f0\ud569 \ud559\uc2b5\uacfc \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694? <\/b>\uae30\uc874\uc758 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ud559\uc2b5\uc744 \uc704\ud574 \ub370\uc774\ud130\ub97c \uc911\uc559 \uc9d1\uc911\ud654\ud558\ub294 \ubc18\uba74, \uc5f0\ud569 \ud559\uc2b5\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc0b0\uc2dc\ucf1c \ubd84\uc0b0\ub41c \uae30\uae30\uc5d0\uc11c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc5f0\ud569 \ud559\uc2b5\uc740 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\ub97c \uac15\ud654\ud558\uba70 \ubbfc\uac10\ud55c \ub370\uc774\ud130\ub098 \uc0ac\uc77c\ub85c\ud654\ub41c \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub41c \uc2dc\ub098\ub9ac\uc624\uc5d0 \ub354 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<p><b>\uc5f0\ud569 \ud559\uc2b5\uacfc \uba54\ud0c0 \ud559\uc2b5\uc758 \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694? <\/b>\uc5f0\ud569 \ud559\uc2b5\uc740 \ubd84\uc0b0\ub41c \ub370\uc774\ud130\ub85c \uacf5\uc720 \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\ub294 \ubc18\uba74, \uba54\ud0c0 \ud559\uc2b5\uc740 \ucd5c\uc18c\ud55c\uc758 \ub370\uc774\ud130\ub85c \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc5f0\ud569 \ud559\uc2b5\uc740 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\uc640 \ud611\uc5c5\uc744 \uac15\uc870\ud558\uace0 \uba54\ud0c0 \ud559\uc2b5\uc740 \uc801\uc751\uc131\uacfc \uc77c\ubc18\ud654\ub97c \uac15\uc870\ud558\ub294 \ub4f1 \uc11c\ub85c \ub2e4\ub978 \ubaa9\ud45c\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>What is federated learning? Federated learning is a machine learning (ML) approach that enables multiple devices or systems to train a shared model collaboratively without exchanging raw data. Instead of sending data to a central server, each participant, such as [&hellip;]<\/p>\n","protected":false},"author":68550,"featured_media":17152,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[1815],"tags":[10118,2140],"ppma_author":[8920],"class_list":["post-17149","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-best-practices-and-tutorials","tag-federated-learning","tag-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>A Comprehensive Guide to Federated Learning - The Couchbase Blog<\/title>\n<meta name=\"description\" content=\"Federated learning is an approach to machine learning that enables data privacy and security by training models across decentralized devices.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.couchbase.com\/blog\/ko\/federated-learning\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A Comprehensive Guide to Federated Learning\" \/>\n<meta property=\"og:description\" content=\"Federated learning is an approach to machine learning that enables data privacy and security by training models across decentralized devices.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.couchbase.com\/blog\/ko\/federated-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"The Couchbase Blog\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-23T16:31:07+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/blog-federated-learning.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2400\" \/>\n\t<meta property=\"og:image:height\" content=\"1256\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Mark Gamble, Director of Product &amp; Solutions Marketing\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Mark Gamble, Director of Product &amp; Solutions Marketing\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"13\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/\"},\"author\":{\"name\":\"Mark Gamble, Director of Product &amp; Solutions Marketing\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#\\\/schema\\\/person\\\/5bb6fb9735a5dd617150df16cda64053\"},\"headline\":\"A Comprehensive Guide to Federated Learning\",\"datePublished\":\"2025-05-23T16:31:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/\"},\"wordCount\":2754,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/sites\\\/1\\\/2025\\\/05\\\/blog-federated-learning.png\",\"keywords\":[\"federated learning\",\"Machine Learning (ML)\"],\"articleSection\":[\"Best Practices and Tutorials\"],\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/\",\"url\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/\",\"name\":\"A Comprehensive Guide to Federated Learning - The Couchbase Blog\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/sites\\\/1\\\/2025\\\/05\\\/blog-federated-learning.png\",\"datePublished\":\"2025-05-23T16:31:07+00:00\",\"description\":\"Federated learning is an approach to machine learning that enables data privacy and security by training models across decentralized devices.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/sites\\\/1\\\/2025\\\/05\\\/blog-federated-learning.png\",\"contentUrl\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/sites\\\/1\\\/2025\\\/05\\\/blog-federated-learning.png\",\"width\":2400,\"height\":1256},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/federated-learning\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"A Comprehensive Guide to Federated Learning\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/\",\"name\":\"The Couchbase Blog\",\"description\":\"Couchbase, the NoSQL Database\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#organization\",\"name\":\"The Couchbase Blog\",\"url\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/admin-logo.png\",\"contentUrl\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/admin-logo.png\",\"width\":218,\"height\":34,\"caption\":\"The Couchbase Blog\"},\"image\":{\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/#\\\/schema\\\/person\\\/5bb6fb9735a5dd617150df16cda64053\",\"name\":\"Mark Gamble, Director of Product &amp; Solutions Marketing\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/sites\\\/1\\\/2023\\\/03\\\/image_2023-03-22_151418898.png2f984d61c83772b8de3ed4b1d2f35477\",\"url\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/sites\\\/1\\\/2023\\\/03\\\/image_2023-03-22_151418898.png\",\"contentUrl\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/wp-content\\\/uploads\\\/sites\\\/1\\\/2023\\\/03\\\/image_2023-03-22_151418898.png\",\"caption\":\"Mark Gamble, Director of Product &amp; Solutions Marketing\"},\"description\":\"I am a passionate product marketer with a technical and solution consulting background and 20+ years of experience in Enterprise and Open Source technology. I have launched several database and analytic solutions throughout my career, and have worked with customers across a wide variety of industries including Financial Services, Automotive, Hospitality, High-Tech and Healthcare. I have particular expertise in analytics and AI, love all things data, and am an emphatic supporter of data-for-good initiatives.\",\"sameAs\":[\"https:\\\/\\\/couchbase.com\",\"https:\\\/\\\/www.linkedin.com\\\/in\\\/magamble\\\/\"],\"url\":\"https:\\\/\\\/www.couchbase.com\\\/blog\\\/ko\\\/author\\\/heymarkgamble\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"A Comprehensive Guide to Federated Learning - The Couchbase Blog","description":"\uc5f0\ud569 \ud559\uc2b5\uc740 \ubd84\uc0b0\ub41c \uc7a5\uce58\uc5d0\uc11c \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uc5ec \ub370\uc774\ud130 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \ubc0f \ubcf4\uc548\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uba38\uc2e0 \ub7ec\ub2dd \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.couchbase.com\/blog\/ko\/federated-learning\/","og_locale":"ko_KR","og_type":"article","og_title":"A Comprehensive Guide to Federated Learning","og_description":"Federated learning is an approach to machine learning that enables data privacy and security by training models across decentralized devices.","og_url":"https:\/\/www.couchbase.com\/blog\/ko\/federated-learning\/","og_site_name":"The Couchbase Blog","article_published_time":"2025-05-23T16:31:07+00:00","og_image":[{"width":2400,"height":1256,"url":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/blog-federated-learning.png","type":"image\/png"}],"author":"Mark Gamble, Director of Product &amp; Solutions Marketing","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Mark Gamble, Director of Product &amp; Solutions Marketing","Est. reading time":"13\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/#article","isPartOf":{"@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/"},"author":{"name":"Mark Gamble, Director of Product &amp; Solutions Marketing","@id":"https:\/\/www.couchbase.com\/blog\/#\/schema\/person\/5bb6fb9735a5dd617150df16cda64053"},"headline":"A Comprehensive Guide to Federated Learning","datePublished":"2025-05-23T16:31:07+00:00","mainEntityOfPage":{"@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/"},"wordCount":2754,"commentCount":0,"publisher":{"@id":"https:\/\/www.couchbase.com\/blog\/#organization"},"image":{"@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/blog-federated-learning.png","keywords":["federated learning","Machine Learning (ML)"],"articleSection":["Best Practices and Tutorials"],"inLanguage":"ko-KR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.couchbase.com\/blog\/federated-learning\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/","url":"https:\/\/www.couchbase.com\/blog\/federated-learning\/","name":"A Comprehensive Guide to Federated Learning - The Couchbase Blog","isPartOf":{"@id":"https:\/\/www.couchbase.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/#primaryimage"},"image":{"@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/blog-federated-learning.png","datePublished":"2025-05-23T16:31:07+00:00","description":"\uc5f0\ud569 \ud559\uc2b5\uc740 \ubd84\uc0b0\ub41c \uc7a5\uce58\uc5d0\uc11c \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uc5ec \ub370\uc774\ud130 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \ubc0f \ubcf4\uc548\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uba38\uc2e0 \ub7ec\ub2dd \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4.","breadcrumb":{"@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.couchbase.com\/blog\/federated-learning\/"]}]},{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/#primaryimage","url":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/blog-federated-learning.png","contentUrl":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/blog-federated-learning.png","width":2400,"height":1256},{"@type":"BreadcrumbList","@id":"https:\/\/www.couchbase.com\/blog\/federated-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.couchbase.com\/blog\/"},{"@type":"ListItem","position":2,"name":"A Comprehensive Guide to Federated Learning"}]},{"@type":"WebSite","@id":"https:\/\/www.couchbase.com\/blog\/#website","url":"https:\/\/www.couchbase.com\/blog\/","name":"\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ube14\ub85c\uadf8","description":"NoSQL \ub370\uc774\ud130\ubca0\uc774\uc2a4, Couchbase","publisher":{"@id":"https:\/\/www.couchbase.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.couchbase.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/www.couchbase.com\/blog\/#organization","name":"\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ube14\ub85c\uadf8","url":"https:\/\/www.couchbase.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/www.couchbase.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2023\/04\/admin-logo.png","contentUrl":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2023\/04\/admin-logo.png","width":218,"height":34,"caption":"The Couchbase Blog"},"image":{"@id":"https:\/\/www.couchbase.com\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.couchbase.com\/blog\/#\/schema\/person\/5bb6fb9735a5dd617150df16cda64053","name":"\ub9c8\ud06c \uac2c\ube14, \uc81c\ud488 \ubc0f \uc194\ub8e8\uc158 \ub9c8\ucf00\ud305 \ub2f4\ub2f9 \uc774\uc0ac","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2023\/03\/image_2023-03-22_151418898.png2f984d61c83772b8de3ed4b1d2f35477","url":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2023\/03\/image_2023-03-22_151418898.png","contentUrl":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2023\/03\/image_2023-03-22_151418898.png","caption":"Mark Gamble, Director of Product &amp; Solutions Marketing"},"description":"\uc800\ub294 \uae30\uc220 \ubc0f \uc194\ub8e8\uc158 \ucee8\uc124\ud305 \ubc30\uacbd\uacfc 20\ub144 \uc774\uc0c1\uc758 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ubc0f \uc624\ud508 \uc18c\uc2a4 \uae30\uc220 \uacbd\ub825\uc744 \uac16\ucd98 \uc5f4\uc815\uc801\uc778 \uc81c\ud488 \ub9c8\ucf00\ud130\uc785\ub2c8\ub2e4. \uc800\ub294 \uacbd\ub825 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc5ec\ub7ec \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubc0f \ubd84\uc11d \uc194\ub8e8\uc158\uc744 \ucd9c\uc2dc\ud588\uc73c\uba70 \uae08\uc735 \uc11c\ube44\uc2a4, \uc790\ub3d9\ucc28, \ud638\ud154, \ud558\uc774\ud14c\ud06c, \uc758\ub8cc \ub4f1 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc758 \uace0\uac1d\uacfc \ud568\uaed8 \uc77c\ud574 \uc654\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ubd84\uc11d\uacfc AI\uc5d0 \ub300\ud55c \uc804\ubb38\uc131\uc744 \uac16\ucd94\uace0 \uc788\uc73c\uba70, \ub370\uc774\ud130\uc5d0 \uad00\ud55c \ubaa8\ub4e0 \uac83\uc744 \uc88b\uc544\ud558\uace0, \uc120\ud55c \ubaa9\uc801\uc758 \ub370\uc774\ud130 \uc774\ub2c8\uc154\ud2f0\ube0c\ub97c \uc801\uadf9 \uc9c0\uc9c0\ud569\ub2c8\ub2e4.","sameAs":["https:\/\/couchbase.com","https:\/\/www.linkedin.com\/in\/magamble\/"],"url":"https:\/\/www.couchbase.com\/blog\/ko\/author\/heymarkgamble\/"}]}},"acf":[],"authors":[{"term_id":8920,"user_id":68550,"is_guest":0,"slug":"heymarkgamble","display_name":"Mark Gamble, Director of Product &amp; Solutions Marketing","avatar_url":{"url":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2023\/03\/image_2023-03-22_151418898.png","url2x":"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2023\/03\/image_2023-03-22_151418898.png"},"0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/posts\/17149","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/users\/68550"}],"replies":[{"embeddable":true,"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/comments?post=17149"}],"version-history":[{"count":0,"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/posts\/17149\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/media\/17152"}],"wp:attachment":[{"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/media?parent=17149"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/categories?post=17149"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/tags?post=17149"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.couchbase.com\/blog\/ko\/wp-json\/wp\/v2\/ppma_author?post=17149"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}