{"id":17111,"date":"2025-05-07T12:33:22","date_gmt":"2025-05-07T19:33:22","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=17111"},"modified":"2025-06-13T21:54:12","modified_gmt":"2025-06-14T04:54:12","slug":"supercharge-machine-learning-couchbase","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/supercharge-machine-learning-couchbase\/","title":{"rendered":"\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\ub85c \uba38\uc2e0\ub7ec\ub2dd(ML) \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac15\ud654\ud558\uae30"},"content":{"rendered":"<p>\ud540\ud14c\ud06c \ud68c\uc0ac\uc758 \uac1c\ubc1c\uc790\uc778\ub370 \uc0ac\uc6a9\uc790 \uc911 \ud55c \uba85\uc774 $1,000\uc5d0 \ub300\ud55c \uad6d\uc81c \uac70\ub798\ub97c \uc2b9\uc778\ud588\ub294\uc9c0 \ubb3b\ub294 \uc54c\ub9bc\uc744 \ubc1b\ub294\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \ub180\ub77c\uc9c0 \uc54a\uace0 \ud68c\uc0ac\uac00 \ub098\uba38\uc9c0\ub97c \ucc98\ub9ac\ud560 \uac83\uc774\ub77c\ub294 \ud655\uc2e0\uc744 \uac00\uc9c0\uace0 '\uc544\ub2c8\uc694' \uc635\uc158\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc0ac\uae30 \ubc29\uc9c0 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \uc751\ub2f5 \uc804\uc5d0 \uad6c\ub9e4\ub97c \ucc28\ub2e8\ud558\uace0 \uc0ac\uc6a9\uc790\uac00 '\uc608'\ub97c \uc120\ud0dd\ud558\ub294 \uacbd\uc6b0\uc5d0\ub9cc \uad6c\ub9e4\ub97c \uc9c4\ud589\ud558\ub3c4\ub85d \ud5c8\uc6a9\ud569\ub2c8\ub2e4.  \uc0ac\uae30 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \ub9e4\uc6b0 \ube60\ub974\uac8c \uc6c0\uc9c1\uc785\ub2c8\ub2e4. \uac70\ub798\ub97c \uac80\ud1a0\ud558\uace0 50\ubc00\ub9ac\ucd08 \uc774\ub0b4\uc5d0 \ud569\ub9ac\uc801\uc778 \uc815\ud655\ub3c4\ub85c \uc0ac\uae30 \uc5ec\ubd80\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.<\/p>\n<p>\ube60\ub974\uace0 \uc815\ud655\ud55c \uc608\uce21\uc744 \uc704\ud574\uc11c\ub294 ML \uae30\ub2a5, \ud504\ub85c\ud544, \uc6b4\uc601 \ub370\uc774\ud130 \ubc0f \uae30\ud0c0 \ucee8\ud14d\uc2a4\ud2b8 \uc815\ubcf4\uc640 \uac19\uc740 \ub370\uc774\ud130\ub97c \uc800\uc7a5, \uac80\uc0c9 \ubc0f \uc81c\uacf5\ud558\ub294 Couchbase\uc640 \uac19\uc740 \uace0\uc131\ub2a5 \uc778\uba54\ubaa8\ub9ac \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc18d\ub3c4\uc640 \uc720\uc5f0\uc131 \ub54c\ubb38\uc5d0 \uc120\ub3c4\uc801\uc778 \ud540\ud14c\ud06c \uae30\uc5c5\ub4e4\uc774 Couchbase\ub97c \uc120\ud0dd\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4, Revolut\uc740 <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/customers\/revolut\/\" target=\"_blank\" rel=\"noopener\">\uc0ac\uae30 \ubc29\uc9c0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud588\uc2b5\ub2c8\ub2e4.<\/a> \ub97c \ud1b5\ud574 1,200\ub9cc \uba85 \uc774\uc0c1\uc758 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc0ac\uae30 \ud0d0\uc9c0\ub294 Couchbase \uace0\uac1d\ub4e4 \uc0ac\uc774\uc5d0\uc11c \uc778\uae30 \uc788\ub294 \uc0ac\uc6a9 \uc0ac\ub840\uc774\uc9c0\ub9cc, \uace0\uac1d\ub4e4\uc740 \uc6b4\uc804\uc790 \ub3c4\ucc29 \uc608\uc815 \uc2dc\uac04, \uc774\uc0c1 \uc9d5\ud6c4 \ud0d0\uc9c0, \ub3d9\uc801 \uac00\uaca9 \ucc45\uc815, \uc608\uce21, \uac1c\uc778\ud654\ub41c \ud504\ub85c\ubaa8\uc158 \ub4f1\uacfc \uac19\uc740 \ub2e4\ub978 \uace0\uc18d \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 Couchbase\ub97c \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Couchbase Capella\ub294 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc744 \uac04\uc18c\ud654\ud558\uace0 \ub370\uc774\ud130 \uad00\ub9ac\uc640 \uad00\ub828\ub41c \uc6b4\uc601 \uc624\ubc84\ud5e4\ub4dc\ub97c \uc904\uc5ec\uc8fc\ub294 \uc11c\ube44\uc2a4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4(DBaaS) \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4.<\/p>\n<h2 style=\"font-weight: 400;\">\uae30\ub2a5 \uc800\uc7a5\uc18c\uc758 \uc5ed\ud560<\/h2>\n<p>ML \uc54c\uace0\ub9ac\uc998\uc740 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uc774\ud574\ud558\uc9c0 \ubabb\ud558\ubbc0\ub85c \ubc18\ub4dc\uc2dc \uc804\ucc98\ub9ac( <a href=\"https:\/\/www.ibm.com\/think\/topics\/feature-engineering\" target=\"_blank\" rel=\"noopener\">\uae30\ub2a5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/a>)\ub97c \ucd94\ucd9c\ud558\uc5ec \ud53c\ucc98\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. ML \ud53c\ucc98\ub294 \uc0ac\uae30 \ud0d0\uc9c0\uc640 \uac19\uc740 \uc608\uce21 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \ud544\ub4dc\uc785\ub2c8\ub2e4. \uc628\ub77c\uc778\uacfc \uc624\ud504\ub77c\uc778 \ubaa8\ub450\uc5d0 \uc788\ub294 \ud53c\ucc98 \uc800\uc7a5\uc18c\ub97c \ud1b5\ud574 \ud53c\ucc98\ub97c \uc800\uc7a5\ud558\uace0, \uc7ac\uc0ac\uc6a9\ud558\uace0, \uc548\uc804\ud558\uac8c \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4(\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc7a0\uc2dc \ud6c4\uc5d0 \uc124\uba85).<\/p>\n<p>ML \uac1c\ubc1c\uc790\ub294 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0 \ub300\ub7b5 75-80%\uc758 \uc2dc\uac04\uc744 \uc18c\ube44\ud569\ub2c8\ub2e4. \ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud574 \ub9e4\ubc88 \ubc18\ubcf5\ub418\ub294 \uc774\ub7ec\ud55c \ub178\ub825\uc744 \uc904\uc774\uae30 \uc704\ud574 \uac1c\ubc1c\uc790\ub294 \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec ML \uc791\uc5c5\uc744 \uac04\uc18c\ud654\ud569\ub2c8\ub2e4. \uc628\ub77c\uc778 \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\ub294 \uc608\uce21 \ubd84\uc11d \ub610\ub294 \ucd94\ub860 \uc911\uc5d0 ML \ubaa8\ub378\uc5d0 ML \ud53c\ucc98\ub97c \uc9e7\uc740 \uc9c0\uc5f0 \uc2dc\uac04\uc73c\ub85c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c\ub294 \uba3c\uc800 ML \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ucf1c\uc57c \ud558\ub294\ub370, \uc774\ub294 \uc624\ud504\ub77c\uc778 \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\ub97c \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\ub294 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ub2e8\uacc4\uc5d0\uc11c \uc0dd\uc131\ub418\ub294 \ud53c\ucc98\ub97c \uc800\uc7a5\ud558\uace0 \uad00\ub9ac\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc5ec\ub7ec Couchbase \uace0\uac1d\uc774 \uae30\ub2a5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc791\uc5c5\uc5d0 Apache Spark\ub97c \uc0ac\uc6a9\ud558\ub294 \uc774\uc720\ub294 \ubcc0\ud658\uc744 \uc704\ud55c Python ML \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 \ubc29\ub300\ud55c \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uacfc MPP(\ub300\uaddc\ubaa8 \ubcd1\ub82c \ucc98\ub9ac) \uae30\ub2a5 \ub355\ubd84\uc785\ub2c8\ub2e4.<\/p>\n<p>ML \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc744 \uac00\uc18d\ud654\ud558\uae30 \uc704\ud574 \ucd5c\uadfc \uc720\ub2c8\ud2f0\ub294 \ud558\ub098\uc758 \ud1b5\ud569 \ud50c\ub7ab\ud3fc \ub0b4\uc5d0\uc11c Capella\ub97c \uc628\ub77c\uc778 \ubc0f \uc624\ud504\ub77c\uc778 \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uba87 \uac00\uc9c0 \ube4c\ub529 \ube14\ub85d\uc744 \ubc1c\ud45c\ud588\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li aria-level=\"1\">ML \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c Couchbase\ub97c \ud65c\uc6a9\ud558\uae30 \uc704\ud55c Feast \ud50c\ub7ec\uadf8\uc778. Feast( <i>\uae30\ub2a5 \uc2a4\ud1a0\uc5b4<\/i>)\ub294 \uc0ac\uc6a9\uc774 \uac04\ud3b8\ud558\uace0 \ud074\ub77c\uc6b0\ub4dc\uc5d0 \uad6c\uc560\ubc1b\uc9c0 \uc54a\ub294 \uc624\ud508 \uc18c\uc2a4 \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\uc785\ub2c8\ub2e4. Revolut\uacfc \uac19\uc740 \ub9ce\uc740 \uace0\uac1d\uc774 \uc774\ubbf8 \uc628\ub77c\uc778 \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\ub85c Capella\ub97c \uc2e0\ub8b0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/products\/analytics\/\" target=\"_blank\" rel=\"noopener\">\uce74\ud3a0\ub77c \uce7c\ub7fc<\/a> \ub294 \uc624\ud504\ub77c\uc778 \uae30\ub2a5 \uc2a4\ud1a0\uc5b4\uc5d0 \ud544\uc694\ud55c \ubd84\uc11d \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">Capella\uc6a9 PySpark \ucee4\ub125\ud130\ub294 Spark\uc758 \ub300\uaddc\ubaa8 \ubcd1\ub82c \ucc98\ub9ac \uae30\ub2a5\uacfc Capella Columnar\uc758 \ubd84\uc11d \uae30\ub2a5\uc744 \uacb0\ud569\ud558\uc5ec \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uac00\uc18d\ud654\ud569\ub2c8\ub2e4. \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc791\uc5c5\uc5d0\ub294 \uc804\uccb4 \ud589\uc774 \uc544\ub2cc \uad00\ub828 \uc5f4\uc744 \ucc98\ub9ac\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub418\ubbc0\ub85c Capella Columnar\uc640 \uac19\uc740 \uceec\ub7fc\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac00\uc18d\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<h2 style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc6a9 \ud398\uc2a4\ud2b8 \ud50c\ub7ec\uadf8\uc778<\/h2>\n<p><a href=\"https:\/\/docs.feast.dev\/\" target=\"_blank\" rel=\"noopener\">\uc794\uce58<\/a> \uc5d0 \uc758\ud574 \ucc44\ud0dd\ub418\uc5c8\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/feast.dev\/#key-contributorsblock_60760ba81e2b9\" target=\"_blank\" rel=\"noopener\">\ub2e4\uc591\ud55c \uc870\uc9c1<\/a> \uc18c\ub9e4, \ubbf8\ub514\uc5b4, \uc5ec\ud589, \uae08\uc735 \uc11c\ube44\uc2a4 \ub4f1 \ub2e4\uc591\ud55c \uc5c5\uacc4\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. Couchbase\uc6a9 Feast \ud50c\ub7ec\uadf8\uc778\uc740 Feast \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Capella\uac00 \uc9c0\uc6d0\ud558\ub294 Feast \uc628\ub77c\uc778 \ubc0f \uc624\ud504\ub77c\uc778 \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>\uad50\uc721 \ubc0f \uc11c\ube59\uc744 \uc704\ud574 \uce74\ud3a0\ub77c\uc758 \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc5ec \uad50\uc721\/\uc11c\ube59 \uc65c\uace1\uc744 \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub370\uc774\ud130 \uacfc\ud559\uc790\uac00 \uc624\ub958\uac00 \ubc1c\uc0dd\ud558\uae30 \uc26c\uc6b4 \ub370\uc774\ud130 \uc138\ud2b8 \uc870\uc778 \ub85c\uc9c1\uc744 \ub514\ubc84\uae45\ud558\ub294 \ub300\uc2e0 \uae30\ub2a5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud2b9\uc815 \uc2dc\uc810\uc758 \uc815\ud655\ud55c \uae30\ub2a5 \uc9d1\ud569\uc744 \uc0dd\uc131\ud558\uc5ec \ub370\uc774\ud130 \ub204\ucd9c\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud5a5\ud6c4 \ud2b9\uc9d5\uac12\uc774 \ud559\uc2b5 \uc911\uc5d0 \ubaa8\ub378\uc5d0 \uc720\ucd9c\ub418\uc9c0 \uc54a\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n<li>\uae30\ub2a5 \uac80\uc0c9\uc5d0\uc11c \uae30\ub2a5 \uc2a4\ud1a0\ub9ac\uc9c0\ub97c \ucd94\uc0c1\ud654\ud558\ub294 \ub2e8\uc77c \ub370\uc774\ud130 \uc561\uc138\uc2a4 \uacc4\uce35\uc744 \uc81c\uacf5\ud558\uc5ec ML\uacfc \ub370\uc774\ud130 \uc778\ud504\ub77c\ub97c \ubd84\ub9ac\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \ud559\uc2b5 \ubaa8\ub378\uc5d0\uc11c \uc11c\ube44\uc2a4 \ubaa8\ub378\ub85c, \ubc30\uce58 \ubaa8\ub378\uc5d0\uc11c \uc2e4\uc2dc\uac04 \ubaa8\ub378\ub85c, \ud55c \ub370\uc774\ud130 \uc778\ud504\ub77c \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub2e4\ub978 \ub370\uc774\ud130 \uc778\ud504\ub77c \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc774\ub3d9\ud560 \ub54c \ubaa8\ub378\uc758 \uc774\uc2dd\uc131\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc2a4\ud2b8\ub9ac\ubc0d \uae30\ub2a5\uc744 \uae30\ub2a5 \uc2a4\ud1a0\uc5b4\uc5d0 \ub4f1\ub85d\ud569\ub2c8\ub2e4.<\/li>\n<li>\uae30\ub2a5 \uad00\ub828 \uba54\ud0c0\ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uc5ec \uae30\ub2a5 \ub808\uc9c0\uc2a4\ud2b8\ub9ac\uc5d0\uc11c \uc27d\uac8c \uae30\ub2a5\uc744 \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ub370\uc774\ud130 \ud488\uc9c8\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130 \uc720\ud6a8\uc131 \uac80\uc0ac<\/li>\n<li>\ubcc0\ud658 \uc9c0\uc6d0<\/li>\n<li>\uae30\ub2a5 \uac12\uc744 \ubaa8\ub378 \ubc84\uc804\uc5d0 \uc5f0\uacb0\ud558\ub294 \ubc84\uc804 \uae30\ub2a5<\/li>\n<li>\uc624\ud504\ub77c\uc778 \ubc0f \uc628\ub77c\uc778 \uc2a4\ud1a0\uc5b4 \uc218\uc9d1 \ubc0f \ub3d9\uae30\ud654\ub97c \uc704\ud55c Spark \uc9c0\uc6d0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2 style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc6a9 PySpark \ucee4\ub125\ud130<\/h2>\n<p>\ubc29\ub300\ud55c Python ML \ub77c\uc774\ube0c\ub7ec\ub9ac \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uacfc \ub300\uaddc\ubaa8 \ubcd1\ub82c \ucc98\ub9ac \uae30\ub2a5\uc744 \uac16\ucd98 Apache Spark\ub294 \uae30\ub2a5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0 \uc788\uc5b4 \ud0c0\uc758 \ucd94\uc885\uc744 \ubd88\ud5c8\ud569\ub2c8\ub2e4. \uceec\ub7fc\ud615\uc6a9 PySpark \ucee4\ub125\ud130\ub97c \uc0ac\uc6a9\ud558\uba74 \ub370\uc774\ud130 \ucffc\ub9ac\uc5d0 \uceec\ub7fc\ud615 \ud615\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ud559\uc2b5 \uc791\uc5c5\uc744 \uac00\uc18d\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ubc18\uba74, Operational\uc6a9 PySpark \ucee4\ub125\ud130\ub97c \uc0ac\uc6a9\ud558\uba74 ML \ubaa8\ub378\uc5d0 \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uc9e7\uc740 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec \uc2e4\uc2dc\uac04 \uc0ac\uae30 \ud0d0\uc9c0\uc640 \uac19\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud544\uc694\ud55c \ucd94\ub860\uc744 \uac00\uc18d\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uc740 Capella\ub97c \uc0ac\uc6a9\ud558\uc5ec ML \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uac1c\ub150\uc801\uc778 \ubcf4\uae30\uc785\ub2c8\ub2e4:<\/p>\n<div id=\"attachment_17112\" style=\"width: 910px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17112\" class=\"size-large wp-image-17112\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/ml_workflows_with_couchbase-1024x320.png\" alt=\"ML workflows with Couchbase as a feature store\" width=\"900\" height=\"281\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/ml_workflows_with_couchbase-1024x320.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/ml_workflows_with_couchbase-300x94.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/ml_workflows_with_couchbase-768x240.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/ml_workflows_with_couchbase-1536x480.png 1536w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/ml_workflows_with_couchbase-1320x413.png 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/05\/ml_workflows_with_couchbase.png 1708w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><p id=\"caption-attachment-17112\" class=\"wp-caption-text\">\uadf8\ub9bc 1 - \uc0ac\uae30 \ud0d0\uc9c0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ub3d9\ud558\ub294 ML \ud30c\uc774\ud504\ub77c\uc778\uc758 \uac1c\ub150\ub3c4<\/p><\/div>\n<h3 style=\"font-weight: 400;\">\uad50\uc721 \ud30c\uc774\ud504\ub77c\uc778<\/h3>\n<p style=\"padding-left: 40px;\"><b>1\ub2e8\uacc4:<\/b> \uac01 \ucee4\ub125\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec Capella\uc758 \uc6d0\uc2dc \ub370\uc774\ud130(\uc608: \uacb0\uc81c \ub0b4\uc5ed) \ubc0f \uae30\ud0c0 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uae30\ub2a5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc704\ud55c Spark\ub85c \uc218\uc9d1\ud569\ub2c8\ub2e4. PySpark \ucee4\ub125\ud130\ub97c \uc0ac\uc6a9\ud558\uba74 \uc220\uc5b4 \ud478\uc2dc\ub2e4\uc6b4 \ub4f1\uacfc \uac19\uc740 \ucd5c\uc801\ud654\ub97c \uc9c0\uc6d0\ud558\uba74\uc11c Capella\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucffc\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p style=\"padding-left: 40px;\"><b>2\ub2e8\uacc4:<\/b> Feast API\ub97c \ud1b5\ud574 \uc624\ud504\ub77c\uc778 \uc2a4\ud1a0\uc5b4(Capella Columnar)\uc5d0 \uc0dd\uc131\ud55c \uae30\ub2a5\uc744 \uc800\uc7a5\ud558\uace0 \ud544\uc694\uc5d0 \ub530\ub77c PySpark \ucee4\ub125\ud130\ub97c \ud1b5\ud574 \uc5c5\ub370\uc774\ud2b8\ud558\uc138\uc694. \uceec\ub7fc \ud615\uc2dd\uc740 \ud589 \uae30\ubc18 \ud615\uc2dd\uc5d0 \ube44\ud574 \uae30\ub2a5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc791\uc5c5\uc744 \uac00\uc18d\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<p style=\"padding-left: 40px;\"><b>3\ub2e8\uacc4:<\/b> \uc2a4\ud14c\uc774\uc9d5\uc744 \uc704\ud574 S3\ub97c \uc0ac\uc6a9\ud558\uc5ec Capella Columnar\uc5d0\uc11c AWS SageMaker\uc640 \uac19\uc740 ML \ud50c\ub7ab\ud3fc\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc774\ub3d9\ud569\ub2c8\ub2e4. SQL++ COPY TO \ubb38\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c S3\ub85c \uc27d\uac8c \uc62e\uae38 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p style=\"padding-left: 40px;\"><b>4\ub2e8\uacc4:<\/b> \uc0ac\uae30 \ud0d0\uc9c0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ud638\ucd9c\ud560 \uc218 \uc788\ub294 \ucd94\ub860\uc744 \uc704\ud55c \ubaa8\ub378 \uc5d4\ub4dc\ud3ec\uc778\ud2b8\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/p>\n<h3 style=\"font-weight: 400;\">\ucd94\ub860 \ud30c\uc774\ud504\ub77c\uc778<\/h3>\n<p style=\"padding-left: 40px;\"><b>1\ub2e8\uacc4:<\/b> \ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc624\ud504\ub77c\uc778\uc5d0\uc11c \uc628\ub77c\uc778 \uae30\ub2a5 \uc2a4\ud1a0\uc5b4\ub85c \ub370\uc774\ud130\ub97c \ub3d9\uae30\ud654\ud569\ub2c8\ub2e4. <a href=\"https:\/\/github.com\/Couchbase-Ecosystem\/airflow-providers-couchbase\" target=\"_blank\" rel=\"noopener\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc6a9 \uc5d0\uc5b4\ud50c\ub85c\uc6b0 \uacf5\uae09\uc790<\/a> \ub97c \uc0ac\uc6a9\ud558\uc5ec \ub4e4\uc5b4\uc624\ub294 \ud2b8\ub79c\uc7ad\uc158\uc774 \uc0ac\uae30 \ud0d0\uc9c0\ub97c \uc704\ud574 \ucc98\ub9ac\ub420 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<p style=\"padding-left: 40px;\"><b>2\ub2e8\uacc4:<\/b> \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ud2b8\ub79c\uc7ad\uc158 \uc18c\uc2a4\uc5d0\uc11c \ub4e4\uc5b4\uc624\ub294 \ud2b8\ub79c\uc7ad\uc158\uc744 \uc628\ub77c\uc778 \ub370\uc774\ud130 \uc800\uc7a5\uc18c\uc758 \uc815\ubcf4\ub85c \ubcf4\uac15\ud558\uace0 \uc608\uce21\uc744 \uc704\ud574 \ucd94\ub860 \uc5d4\ub4dc\ud3ec\uc778\ud2b8\ub85c \ubcf4\ub0c5\ub2c8\ub2e4.<\/p>\n<p style=\"padding-left: 40px;\"><b>3\ub2e8\uacc4:<\/b>\u00a0 \uc608\uce21 \ud6c4, \uac10\uc0ac \ub610\ub294 \uad50\uc721 \ubaa9\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uad00\ub828 \ub808\ucf54\ub4dc\uc640 \ud568\uaed8 \ub77c\ubca8\uc744 Capella \uc6b4\uc601 \uc2a4\ud1a0\uc5b4\uc5d0 \uc800\uc7a5\ud558\uc138\uc694.<\/p>\n<h2 style=\"font-weight: 400;\">\uce74\ud3a0\ub77c \uc2dc\uc791\ud558\uae30<\/h2>\n<p>\uc544\ub798\uc758 \ube4c\ub529 \ube14\ub85d\uc744 \uc0ac\uc6a9\ud558\uc5ec Capella\ub85c ML \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc744 \uc2dc\uc791\ud558\uc138\uc694:<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li aria-level=\"1\"><a href=\"https:\/\/cloud.couchbase.com\/sign-up\" target=\"_blank\" rel=\"noopener\">\uce74\ud3a0\ub77c \ubb34\ub8cc \ud2f0\uc5b4<\/a><\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/pyspark-ga-couchbase-spark-connector\/\" target=\"_blank\" rel=\"noopener\">Couchbase\uc640 PySpark\ub85c \ud655\uc7a5\uc131\uc774 \ub6f0\uc5b4\ub09c AI\/ML \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95\ud558\uae30<\/a> ( <a href=\"https:\/\/github.com\/couchbase\/couchbase-spark-connector\/blob\/master\/src\/test\/pyspark\/examples\/ml\/pyspark_ml_example_hotel_cancellations.ipynb\" target=\"_blank\" rel=\"noopener\">\uc0d8\ud50c \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/a>)<\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/docs.feast.dev\/reference\/online-stores\/couchbase\" target=\"_blank\" rel=\"noopener\">\uce74\ud3a0\ub77c(\uc6b4\uc601) \uc628\ub77c\uc778 \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\uc6a9 Feast Couchbase \ud50c\ub7ec\uadf8\uc778<\/a><\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/docs.feast.dev\/reference\/offline-stores\/couchbase\" target=\"_blank\" rel=\"noopener\">\uce74\ud3a0\ub77c(\uceec\ub7fc\ud615) \uc624\ud504\ub77c\uc778 \ud53c\ucc98 \uc2a4\ud1a0\uc5b4\uc6a9 Feast Couchbase \ud50c\ub7ec\uadf8\uc778<\/a><\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/github.com\/Couchbase-Ecosystem\/airflow-providers-couchbase\" target=\"_blank\" rel=\"noopener\">\uc5d0\uc5b4\ud50c\ub85c\uc6b0 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \uacf5\uae09\uc790<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Consider this scenario &#8211; you are a developer at a fintech company, and one of your users is notified to ask whether they had authorized an international transaction for $1,000. Instead of getting alarmed, the user clicks on the \u201cNo\u201d [&hellip;]<\/p>","protected":false},"author":85346,"featured_media":17113,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[10122,1815,10129,2242,2294,2225],"tags":[10113,10114],"ppma_author":[9981],"class_list":["post-17111","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence-ai","category-best-practices-and-tutorials","category-columnar","category-connectors","category-analytics","category-cloud","tag-capella-operational","tag-feature-store"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.1 (Yoast SEO v26.1.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Supercharge Machine Learning (ML) Applications with Couchbase - The Couchbase Blog<\/title>\n<meta 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