1. \uc5b4\ub5a4 \uc885\ub958\uc758 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc774 \uc788\uc744\uae4c\uc694?<\/strong><\/h2>\n![\"ai](\"https:\/\/cdn.bap-software.net\/2020\/07\/ai-app-development.jpg\")
What is AI app development? – Source: Becoming Human<\/p><\/div>\n
AI \uc571 \uac1c\ubc1c\uc744 \ud1b5\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \uae30\ub2a5\uc744 \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n- \n
\ubb38\uc790 \uc790\ub3d9 \uc778\uc2dd<\/p>\n<\/li>\n
- \n
\uc5bc\uad74 \uc778\uc2dd<\/p>\n<\/li>\n
- \n
\ubc30\uacbd \uc18c\ub9ac \uc778\uc2dd<\/p>\n<\/li>\n
- \n
\ud589\ub3d9 \uc778\uc2dd<\/p>\n<\/li>\n<\/ul>\n
\uc608\ub97c \ub4e4\uc5b4, \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c\ub294 \uc2a4\ud0e0\ud37c\ub4dc \ub300\ud559\uad50\uac00 \ud53c\ubd80\uc554\uc744 \ud0d0\uc9c0\ud558\ub294 AI \uc54c\uace0\ub9ac\uc998<\/strong>\uc744 \uc5f0\uad6c\ud558\uace0 \ud14c\uc2a4\ud2b8\ud558\uc600\uc73c\uba70, \uc774\ub294 \uc778\uac04 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \ub374\ub9c8\ud06c\uc758 \ud55c AI \uae30\ubc18 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c \ud68c\uc0ac\ub294 \uc0ac\ub78c\ub4e4\uc774 \uae34\uae09 \uc804\ud654\ub97c \uac78 \ub54c \ucef4\ud4e8\ud130\uac00 \ud1b5\ud654\ub97c \uc5ff\ub4e3\ub294 \ub525\ub7ec\ub2dd \ud504\ub85c\uadf8\ub7a8<\/strong>\uc744 \uc2dc\ub3c4\ud588\uc2b5\ub2c8\ub2e4. \uc774 AI \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc694\uc18c\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4:<\/p>\n\n- \n
\ubc1c\ud654\uc790<\/p>\n<\/li>\n
- \n
\ubaa9\uc18c\ub9ac<\/p>\n<\/li>\n
- \n
\ubc30\uacbd \uc18c\ub9ac<\/p>\n<\/li>\n<\/ul>\n
\uc774\ub97c \ud1b5\ud574 \uc2ec\uc815\uc9c0(cardiac arrest)<\/strong> \uc5ec\ubd80\ub97c \ud0d0\uc9c0\ud558\uba70, **\uc131\uacf5\ub960 93%**\ub97c \uae30\ub85d\ud588\uc73c\uba70 \uc774\ub294 **\uc0ac\ub78c\uc758 \uc131\uacf5\ub960 73%**\ubcf4\ub2e4 \ub192\uc740 \uc218\uce58\uc785\ub2c8\ub2e4.<\/p>\n2. \uc2e4\uc81c \uc778\uacf5\uc9c0\ub2a5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc5d0 \ud544\uc694\ud55c \uc694\uc18c\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/strong><\/h2>\n![\"ai](\"https:\/\/cdn.bap-software.net\/2020\/07\/ai-app-development-cost-e1681975316197.jpg\")
Artificial Intelligence App development process – Source: Devteam.Space<\/p><\/div>\n
2.1. \ub370\uc774\ud130 \uc218\uc9d1<\/strong><\/h3>\n\uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc22b\uc790, \uc0c9\uc0c1, \uc131\ubcc4, \ud14d\uc2a4\ud2b8 \uc124\ubb38 \ub4f1 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uc194\ub8e8\uc158\uc5d0 \ub370\uc774\ud130\ub97c \uc801\uc6a9\ud558\ub824\uba74, \ud574\ub2f9 \ub370\uc774\ud130\uac00 \ube44\uc988\ub2c8\uc2a4 \ubb38\uc81c\uc5d0 \uc801\ud569\ud55c\uc9c0 \uc5ec\ubd80\ub97c \ubc18\ub4dc\uc2dc \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
\ub370\uc774\ud130 \uc218\uc9d1\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uacfc\uac70\uc758 \ud604\uc0c1\uc744 \ubd84\uc11d\ud558\uace0, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uc5ec \ubbf8\ub798\uc758 \ubcc0\ud654\uc5d0 \ub300\ube44\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ub610\ud55c \ub370\uc774\ud130 \uc218\uc9d1<\/a>\uc774 \uc77c\uc815 \uc218\uc900 \uc774\uc0c1\uc73c\ub85c \uc798 \uc774\ub8e8\uc5b4\uc9c0\uba74, \uc2e4\uc81c\ub85c \ud6cc\ub96d\ud55c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub370\uc774\ud130 \uc218\uc9d1\uc758 \uae30\ubcf8 \uae30\uc900\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n- \n
\uc624\ub958\uac00 \uc5c6\uc5b4\uc57c \ud568<\/p>\n<\/li>\n
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\ubb38\uc81c\uc640 \ubc00\uc811\ud558\uac8c \uc5f0\uad00\ub41c \ub370\uc774\ud130\uc5ec\uc57c \ud568<\/p>\n<\/li>\n<\/ul>\n
2.2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/strong><\/h3>\n\ub2e4\uc74c \ub2e8\uacc4\ub294 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uc785\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\ub294 AI \uc571 \uac1c\ubc1c\uc5d0\uc11c \ud575\uc2ec \uc5ed\ud560\uc744 \ud558\uba70, \uc624\ub958\uac00 \uc788\uac70\ub098 \uad00\ub828\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \uc81c\uac70\ud558\uac70\ub098 \uc218\uc815\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n
\uc608\ub97c \ub4e4\uc5b4, \uc5bc\uad74 \uc778\uc2dd\uc6a9 AI\ub97c \uac1c\ubc1c\ud558\uae30 \uc704\ud574 \uc5b4\ub5a4 \ub370\uc774\ud130\uac00 \ud544\uc694\ud55c\uc9c0 \ubaa8\ub97c \ub54c, \ub610\ub294 \uc218\uc9d1\ub41c \ub370\uc774\ud130\uac00 \ub108\ubb34 \uc801\uc5b4\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc774 \uc81c\ub300\ub85c \uc791\ub3d9\ud558\uc9c0 \uc54a\uc744 \ub54c, \uc804\ucc98\ub9ac \ub2e8\uacc4\uac00 \ubc18\ub4dc\uc2dc \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4:<\/p>\n
\n- \n
\uc6d0\uc2dc \ub370\uc774\ud130(Raw Data)<\/strong>:<\/p>\n<\/li>\n<\/ul>\n\uba38\uc2e0\ub7ec\ub2dd\uc744 \uc704\ud574 \uc544\uc9c1 \uc900\ube44\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130 \uc18c\uc2a4\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub370\uc774\ud130 \ub808\uc774\ud06c(Data Lake)\ub098 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4(Data Warehouse)\uc5d0 \uc874\uc7ac\ud558\uba70, \uc2a4\ud2b8\ub9ac\ubc0d \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub098\uc624\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub3c4 \uc5ec\uae30\uc5d0 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n
\n- \n
\uba38\uc2e0\ub7ec\ub2dd\uc6a9 \uc815\uc81c \ub370\uc774\ud130<\/strong>:<\/p>\n<\/li>\n<\/ul>\n\uc774 \ub2e8\uacc4\uc758 \ub370\uc774\ud130\ub294 \uba38\uc2e0\ub7ec\ub2dd \ud559\uc2b5\uc5d0 \ubc14\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ud615\ud0dc\ub85c \ucc98\ub9ac\ub418\uba70, \uc77c\ubc18\uc801\uc73c\ub85c \ud14c\uc774\ube14 \ud615\uc2dd\uc73c\ub85c \uc815\ub9ac\ub429\ub2c8\ub2e4.<\/p>\n
\n- \n
\ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1(Feature Engineering)<\/strong>:<\/p>\n<\/li>\n<\/ul>\n\uc608\uce21 \ubaa8\ub378\uc5d0 \ub9de\uac8c \ub370\uc774\ud130\ub97c \uc870\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \uae30\uc874 \ub370\uc774\ud130\uc5d0\uc11c \uc720\uc758\ubbf8\ud55c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uac70\ub098 \uc0c8\ub85c\uc6b4 \ud53c\ucc98\ub97c \uc0dd\uc131\ud558\uc5ec \ubaa8\ub378 \ud559\uc2b5 \ubc0f \uc608\uce21\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n
2.3. \uba38\uc2e0\ub7ec\ub2dd<\/strong><\/h3>\n![\"Software](\"https:\/\/cdn.bap-software.net\/2020\/07\/software-development-ai-utilization.jpg\")
Machine learning process – Source: Slideshare<\/p><\/div>\n
\uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc774\uc804 \ub2e8\uacc4\uc5d0\uc11c \uc900\ube44\ub41c \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc2dc\ucf1c\uc57c \ud558\uba70, \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud2b9\uc815 \uc791\uc5c5\uc5d0 \uc798 \uc791\ub3d9\ud560 \uc218 \uc788\ub3c4\ub85d \uc804\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uace0\ub824\ud574\uc57c \ud560 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc9c0\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n- \n
\ud559\uc2b5 \uc815\ud655\ub3c4 (Training accuracy)<\/p>\n<\/li>\n
- \n
\uac80\uc99d \uc815\ud655\ub3c4 (Validation accuracy)<\/p>\n<\/li>\n
- \n
\ud559\uc2b5 \uc190\uc2e4 (Training Loss)<\/p>\n<\/li>\n
- \n
\uac80\uc99d \uc190\uc2e4 (Validation Loss)<\/p>\n<\/li>\n<\/ul>\n
\uc774\ub7ec\ud55c \ud559\uc2b5 \uc9c0\ud45c\ub97c \ube44\uad50 \ubc0f \uc2dc\uac01\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub3c4\uad6c\ub85c\ub294 \ub2e4\uc74c\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n- \n
Matplotlib<\/p>\n<\/li>\n
- \n
Tensorboard<\/p>\n<\/li>\n<\/ul>\n
2.4. \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubc30\ud3ec (Deploy for Application)<\/strong><\/h3>\n\uc774\uac83\uc740 AI \uc571 \uac1c\ubc1c\uc758 \ub9c8\uc9c0\ub9c9 \ub2e8\uacc4\ub85c, \uba38\uc2e0\ub7ec\ub2dd<\/a> \uc54c\uace0\ub9ac\uc998\uc774 \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9 \uac00\ub2a5\ud574\uc57c \ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc774\ub97c \uc6f9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud615\ud0dc\ub85c \uc801\uc6a9\ud574\uc57c \ud558\uba70, \uc77c\ubc18\uc801\uc73c\ub85c Python \ud504\ub85c\uadf8\ub7a8\uc774 AI \uc571 \uac1c\ubc1c\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, AI \uc571 \uac1c\ubc1c \ud504\ub85c\uc138\uc2a4\uc5d0\ub294 \ubc18\ub4dc\uc2dc \ud3c9\uac00(Evaluation) \ub2e8\uacc4\uac00 \ud3ec\ud568\ub418\uc5b4\uc57c \ud558\uba70, \uc774\ub294 \ubaa8\ub378\uc774 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \uc5bc\ub9c8\ub098 \uc798 \uc791\ub3d9\ud558\ub294\uc9c0\ub97c \uac80\uc99d\ud558\uae30 \uc704\ud568\uc785\ub2c8\ub2e4. \uc774 \ud3c9\uac00 \uacfc\uc815\uc744 \ud1b5\ud574 \ubaa8\ub378\uc774 \uc2e4\uc81c \ubaa9\ud45c\uc5d0 \uc801\ud569\ud55c\uc9c0\ub97c \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. AI \uc571 \uac1c\ubc1c \ube44\uc6a9<\/strong><\/h2>\n\ud604\uc7ac \uc2dc\uc7a5\uc5d0\uc11c AI \uc571 \uac1c\ubc1c\uc5d0 \ub300\ud55c \uc218\uc694\uac00 \uae09\uc99d\ud558\uace0 \uc788\uc73c\uba70, \ube44\uc6a9\uc740 \ubaa8\ub4e0 \uae30\uc5c5\uc774 \uc8fc\ubaa9\ud558\ub294 \uc8fc\uc694 \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n
\uc774 \uc139\uc158\uc5d0\uc11c\ub294 AI \uc571 \uac1c\ubc1c\uc758 \ud3c9\uade0 \ube44\uc6a9\uc5d0 \ub300\ud574 \uc54c\ub824\ub4dc\ub9bd\ub2c8\ub2e4. \uc0ac\uc2e4, AI \uc571 \uac1c\ubc1c \ube44\uc6a9\uc740 \uac01 \uae30\uc5c5\uc758 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n
\n- \n
\uae30\ub2a5 \uad6c\uc131<\/p>\n<\/li>\n
- \n
\uc571\uc758 \uaddc\ubaa8<\/p>\n<\/li>\n
- \n
\uace0\uae09 \uae30\uc220 \uc801\uc6a9 \uc5ec\ubd80<\/p>\n<\/li>\n<\/ul>\n
\ub610\ud55c, \ucd94\uac00\uc801\uc73c\ub85c \uad6c\ud604\ud558\uace0\uc790 \ud558\ub294 \uae30\ub2a5\ub4e4\uc5d0 \ub530\ub77c \ube44\uc6a9\uc774 \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacbd\ud5d8\uc774 \ud48d\ubd80\ud55c \uae30\uc5c5\uc758 \uacbd\uc6b0, \uc77c\ubc18\uc801\uc73c\ub85c 30,000\ub2ec\ub7ec\uc5d0\uc11c 100,000\ub2ec\ub7ec<\/strong> \uc0ac\uc774\uc758 \uc608\uc0b0\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n\uc774\uc0c1\uc740 \uae30\uc5c5\uc774 AI \uc571 \uac1c\ubc1c\uc744 \uc2dc\uc791\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \uae30\ubcf8\uc801\uc778 \uc0ac\ud56d\uc785\ub2c8\ub2e4. \uacbd\ud5d8 \uc788\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ud300\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ud611\ub825 \ud30c\ud2b8\ub108\ub3c4 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n
BAP\uc740 \uae30\uc5c5\uc758 AI \uc571 \uac1c\ubc1c\uc5d0 \uc788\uc5b4 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ud30c\ud2b8\ub108\uac00<\/a> \ub420 \uc218 \uc788\ub2e4\uace0 \uc790\uc2e0\ud569\ub2c8\ub2e4. <\/strong>\ub2f9\uc0ac\ub294 \uc694\uad6c\uc0ac\ud56d \uc218\uc9d1\ubd80\ud130 \uacb0\uacfc\ubb3c \uc81c\uacf5\uae4c\uc9c0 \uace0\uc131\ub2a5\uc744 \ucd94\uad6c\ud558\ub294 \ud6cc\ub96d\ud55c \uae30\uc220\ud300\uc744 \ubcf4\uc720\ud558\uace0 \uc788\uc73c\uba70, \uae30\uc5c5\uc774 \uc131\uacf5\uc801\uc778 AI \uc571\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud560 \uc900\ube44\uac00 \ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ubb38\uc758\uac00 \uc788\uc73c\uc2dc\uba74 \uc5b8\uc81c\ub4e0\uc9c0 \uc5f0\ub77d\ud574 \uc8fc\uc138\uc694<\/a>!<\/strong><\/p>\n<\/p>","protected":false},"author":10,"featured_media":5382,"template":"","meta":{"_acf_changed":false},"tags":[9249,9251,9250,9253],"blog-cat":[2058],"class_list":["post-5381","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry","tag-ai","tag-ai-services","tag-ai-technology","tag-software-development","blog-cat-technology"],"acf":[],"yoast_head":"\n
\uc778\uacf5\uc9c0\ub2a5 \uc571 \uac1c\ubc1c \u2013 \uae30\uc5c5\uc774 \uc900\ube44\ud574\uc57c \ud560 \uac83\uc740 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/title>\n<meta name=\"description\" content=\"AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc740 \uc778\uacf5\uc9c0\ub2a5\uc744 \ud1b5\ud569\ud558\uc5ec \uc791\uc5c5\uc744 \uc790\ub3d9\ud654\ud558\uace0, \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uba70, \uc9c0\ub2a5\uc801\uc778 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub97c \ub9cc\ub4dc\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uae00\uc740 \uae30\uc5c5\uc774 \ud6a8\uacfc\uc801\uc778 AI \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ub370\uc774\ud130, \uae30\uc220, \ube44\uc6a9 \ub4f1 \uc5b4\ub5a4 \uc900\ube44\uac00 \ud544\uc694\ud55c\uc9c0\ub97c \uc774\ud574\ud558\ub294...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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What is AI app development? – Source: Becoming Human<\/p><\/div>\n
AI \uc571 \uac1c\ubc1c\uc744 \ud1b5\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \uae30\ub2a5\uc744 \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
- \n
- \n
\ubb38\uc790 \uc790\ub3d9 \uc778\uc2dd<\/p>\n<\/li>\n
- \n
\uc5bc\uad74 \uc778\uc2dd<\/p>\n<\/li>\n
- \n
\ubc30\uacbd \uc18c\ub9ac \uc778\uc2dd<\/p>\n<\/li>\n
- \n
\ud589\ub3d9 \uc778\uc2dd<\/p>\n<\/li>\n<\/ul>\n
\uc608\ub97c \ub4e4\uc5b4, \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c\ub294 \uc2a4\ud0e0\ud37c\ub4dc \ub300\ud559\uad50\uac00 \ud53c\ubd80\uc554\uc744 \ud0d0\uc9c0\ud558\ub294 AI \uc54c\uace0\ub9ac\uc998<\/strong>\uc744 \uc5f0\uad6c\ud558\uace0 \ud14c\uc2a4\ud2b8\ud558\uc600\uc73c\uba70, \uc774\ub294 \uc778\uac04 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n
\ub610\ud55c, \ub374\ub9c8\ud06c\uc758 \ud55c AI \uae30\ubc18 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c \ud68c\uc0ac\ub294 \uc0ac\ub78c\ub4e4\uc774 \uae34\uae09 \uc804\ud654\ub97c \uac78 \ub54c \ucef4\ud4e8\ud130\uac00 \ud1b5\ud654\ub97c \uc5ff\ub4e3\ub294 \ub525\ub7ec\ub2dd \ud504\ub85c\uadf8\ub7a8<\/strong>\uc744 \uc2dc\ub3c4\ud588\uc2b5\ub2c8\ub2e4. \uc774 AI \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc694\uc18c\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4:<\/p>\n
- \n
- \n
\ubc1c\ud654\uc790<\/p>\n<\/li>\n
- \n
\ubaa9\uc18c\ub9ac<\/p>\n<\/li>\n
- \n
\ubc30\uacbd \uc18c\ub9ac<\/p>\n<\/li>\n<\/ul>\n
\uc774\ub97c \ud1b5\ud574 \uc2ec\uc815\uc9c0(cardiac arrest)<\/strong> \uc5ec\ubd80\ub97c \ud0d0\uc9c0\ud558\uba70, **\uc131\uacf5\ub960 93%**\ub97c \uae30\ub85d\ud588\uc73c\uba70 \uc774\ub294 **\uc0ac\ub78c\uc758 \uc131\uacf5\ub960 73%**\ubcf4\ub2e4 \ub192\uc740 \uc218\uce58\uc785\ub2c8\ub2e4.<\/p>\n
2. \uc2e4\uc81c \uc778\uacf5\uc9c0\ub2a5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc5d0 \ud544\uc694\ud55c \uc694\uc18c\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/strong><\/h2>\n
Artificial Intelligence App development process – Source: Devteam.Space<\/p><\/div>\n
2.1. \ub370\uc774\ud130 \uc218\uc9d1<\/strong><\/h3>\n
\uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc22b\uc790, \uc0c9\uc0c1, \uc131\ubcc4, \ud14d\uc2a4\ud2b8 \uc124\ubb38 \ub4f1 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uc194\ub8e8\uc158\uc5d0 \ub370\uc774\ud130\ub97c \uc801\uc6a9\ud558\ub824\uba74, \ud574\ub2f9 \ub370\uc774\ud130\uac00 \ube44\uc988\ub2c8\uc2a4 \ubb38\uc81c\uc5d0 \uc801\ud569\ud55c\uc9c0 \uc5ec\ubd80\ub97c \ubc18\ub4dc\uc2dc \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
\ub370\uc774\ud130 \uc218\uc9d1\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uacfc\uac70\uc758 \ud604\uc0c1\uc744 \ubd84\uc11d\ud558\uace0, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uc5ec \ubbf8\ub798\uc758 \ubcc0\ud654\uc5d0 \ub300\ube44\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ub610\ud55c \ub370\uc774\ud130 \uc218\uc9d1<\/a>\uc774 \uc77c\uc815 \uc218\uc900 \uc774\uc0c1\uc73c\ub85c \uc798 \uc774\ub8e8\uc5b4\uc9c0\uba74, \uc2e4\uc81c\ub85c \ud6cc\ub96d\ud55c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\ub370\uc774\ud130 \uc218\uc9d1\uc758 \uae30\ubcf8 \uae30\uc900\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
- \n
- \n
\uc624\ub958\uac00 \uc5c6\uc5b4\uc57c \ud568<\/p>\n<\/li>\n
- \n
\ubb38\uc81c\uc640 \ubc00\uc811\ud558\uac8c \uc5f0\uad00\ub41c \ub370\uc774\ud130\uc5ec\uc57c \ud568<\/p>\n<\/li>\n<\/ul>\n
2.2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/strong><\/h3>\n
\ub2e4\uc74c \ub2e8\uacc4\ub294 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uc785\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\ub294 AI \uc571 \uac1c\ubc1c\uc5d0\uc11c \ud575\uc2ec \uc5ed\ud560\uc744 \ud558\uba70, \uc624\ub958\uac00 \uc788\uac70\ub098 \uad00\ub828\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \uc81c\uac70\ud558\uac70\ub098 \uc218\uc815\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n
\uc608\ub97c \ub4e4\uc5b4, \uc5bc\uad74 \uc778\uc2dd\uc6a9 AI\ub97c \uac1c\ubc1c\ud558\uae30 \uc704\ud574 \uc5b4\ub5a4 \ub370\uc774\ud130\uac00 \ud544\uc694\ud55c\uc9c0 \ubaa8\ub97c \ub54c, \ub610\ub294 \uc218\uc9d1\ub41c \ub370\uc774\ud130\uac00 \ub108\ubb34 \uc801\uc5b4\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc774 \uc81c\ub300\ub85c \uc791\ub3d9\ud558\uc9c0 \uc54a\uc744 \ub54c, \uc804\ucc98\ub9ac \ub2e8\uacc4\uac00 \ubc18\ub4dc\uc2dc \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4:<\/p>\n
- \n
- \n
\uc6d0\uc2dc \ub370\uc774\ud130(Raw Data)<\/strong>:<\/p>\n<\/li>\n<\/ul>\n
\uba38\uc2e0\ub7ec\ub2dd\uc744 \uc704\ud574 \uc544\uc9c1 \uc900\ube44\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130 \uc18c\uc2a4\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub370\uc774\ud130 \ub808\uc774\ud06c(Data Lake)\ub098 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4(Data Warehouse)\uc5d0 \uc874\uc7ac\ud558\uba70, \uc2a4\ud2b8\ub9ac\ubc0d \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub098\uc624\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub3c4 \uc5ec\uae30\uc5d0 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n
- \n
- \n
\uba38\uc2e0\ub7ec\ub2dd\uc6a9 \uc815\uc81c \ub370\uc774\ud130<\/strong>:<\/p>\n<\/li>\n<\/ul>\n
\uc774 \ub2e8\uacc4\uc758 \ub370\uc774\ud130\ub294 \uba38\uc2e0\ub7ec\ub2dd \ud559\uc2b5\uc5d0 \ubc14\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ud615\ud0dc\ub85c \ucc98\ub9ac\ub418\uba70, \uc77c\ubc18\uc801\uc73c\ub85c \ud14c\uc774\ube14 \ud615\uc2dd\uc73c\ub85c \uc815\ub9ac\ub429\ub2c8\ub2e4.<\/p>\n
- \n
- \n
\ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1(Feature Engineering)<\/strong>:<\/p>\n<\/li>\n<\/ul>\n
\uc608\uce21 \ubaa8\ub378\uc5d0 \ub9de\uac8c \ub370\uc774\ud130\ub97c \uc870\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \uae30\uc874 \ub370\uc774\ud130\uc5d0\uc11c \uc720\uc758\ubbf8\ud55c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uac70\ub098 \uc0c8\ub85c\uc6b4 \ud53c\ucc98\ub97c \uc0dd\uc131\ud558\uc5ec \ubaa8\ub378 \ud559\uc2b5 \ubc0f \uc608\uce21\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n
2.3. \uba38\uc2e0\ub7ec\ub2dd<\/strong><\/h3>\n
Machine learning process – Source: Slideshare<\/p><\/div>\n
\uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc774\uc804 \ub2e8\uacc4\uc5d0\uc11c \uc900\ube44\ub41c \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc2dc\ucf1c\uc57c \ud558\uba70, \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud2b9\uc815 \uc791\uc5c5\uc5d0 \uc798 \uc791\ub3d9\ud560 \uc218 \uc788\ub3c4\ub85d \uc804\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uace0\ub824\ud574\uc57c \ud560 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc9c0\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
- \n
- \n
\ud559\uc2b5 \uc815\ud655\ub3c4 (Training accuracy)<\/p>\n<\/li>\n
- \n
\uac80\uc99d \uc815\ud655\ub3c4 (Validation accuracy)<\/p>\n<\/li>\n
- \n
\ud559\uc2b5 \uc190\uc2e4 (Training Loss)<\/p>\n<\/li>\n
- \n
\uac80\uc99d \uc190\uc2e4 (Validation Loss)<\/p>\n<\/li>\n<\/ul>\n
\uc774\ub7ec\ud55c \ud559\uc2b5 \uc9c0\ud45c\ub97c \ube44\uad50 \ubc0f \uc2dc\uac01\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub3c4\uad6c\ub85c\ub294 \ub2e4\uc74c\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
- \n
- \n
Matplotlib<\/p>\n<\/li>\n
- \n
Tensorboard<\/p>\n<\/li>\n<\/ul>\n
2.4. \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubc30\ud3ec (Deploy for Application)<\/strong><\/h3>\n
\uc774\uac83\uc740 AI \uc571 \uac1c\ubc1c\uc758 \ub9c8\uc9c0\ub9c9 \ub2e8\uacc4\ub85c, \uba38\uc2e0\ub7ec\ub2dd<\/a> \uc54c\uace0\ub9ac\uc998\uc774 \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9 \uac00\ub2a5\ud574\uc57c \ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc774\ub97c \uc6f9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud615\ud0dc\ub85c \uc801\uc6a9\ud574\uc57c \ud558\uba70, \uc77c\ubc18\uc801\uc73c\ub85c Python \ud504\ub85c\uadf8\ub7a8\uc774 AI \uc571 \uac1c\ubc1c\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
\ub610\ud55c, AI \uc571 \uac1c\ubc1c \ud504\ub85c\uc138\uc2a4\uc5d0\ub294 \ubc18\ub4dc\uc2dc \ud3c9\uac00(Evaluation) \ub2e8\uacc4\uac00 \ud3ec\ud568\ub418\uc5b4\uc57c \ud558\uba70, \uc774\ub294 \ubaa8\ub378\uc774 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \uc5bc\ub9c8\ub098 \uc798 \uc791\ub3d9\ud558\ub294\uc9c0\ub97c \uac80\uc99d\ud558\uae30 \uc704\ud568\uc785\ub2c8\ub2e4. \uc774 \ud3c9\uac00 \uacfc\uc815\uc744 \ud1b5\ud574 \ubaa8\ub378\uc774 \uc2e4\uc81c \ubaa9\ud45c\uc5d0 \uc801\ud569\ud55c\uc9c0\ub97c \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. AI \uc571 \uac1c\ubc1c \ube44\uc6a9<\/strong><\/h2>\n
\ud604\uc7ac \uc2dc\uc7a5\uc5d0\uc11c AI \uc571 \uac1c\ubc1c\uc5d0 \ub300\ud55c \uc218\uc694\uac00 \uae09\uc99d\ud558\uace0 \uc788\uc73c\uba70, \ube44\uc6a9\uc740 \ubaa8\ub4e0 \uae30\uc5c5\uc774 \uc8fc\ubaa9\ud558\ub294 \uc8fc\uc694 \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n
\uc774 \uc139\uc158\uc5d0\uc11c\ub294 AI \uc571 \uac1c\ubc1c\uc758 \ud3c9\uade0 \ube44\uc6a9\uc5d0 \ub300\ud574 \uc54c\ub824\ub4dc\ub9bd\ub2c8\ub2e4. \uc0ac\uc2e4, AI \uc571 \uac1c\ubc1c \ube44\uc6a9\uc740 \uac01 \uae30\uc5c5\uc758 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n
- \n
- \n
\uae30\ub2a5 \uad6c\uc131<\/p>\n<\/li>\n
- \n
\uc571\uc758 \uaddc\ubaa8<\/p>\n<\/li>\n
- \n
\uace0\uae09 \uae30\uc220 \uc801\uc6a9 \uc5ec\ubd80<\/p>\n<\/li>\n<\/ul>\n
\ub610\ud55c, \ucd94\uac00\uc801\uc73c\ub85c \uad6c\ud604\ud558\uace0\uc790 \ud558\ub294 \uae30\ub2a5\ub4e4\uc5d0 \ub530\ub77c \ube44\uc6a9\uc774 \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacbd\ud5d8\uc774 \ud48d\ubd80\ud55c \uae30\uc5c5\uc758 \uacbd\uc6b0, \uc77c\ubc18\uc801\uc73c\ub85c 30,000\ub2ec\ub7ec\uc5d0\uc11c 100,000\ub2ec\ub7ec<\/strong> \uc0ac\uc774\uc758 \uc608\uc0b0\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\uc774\uc0c1\uc740 \uae30\uc5c5\uc774 AI \uc571 \uac1c\ubc1c\uc744 \uc2dc\uc791\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \uae30\ubcf8\uc801\uc778 \uc0ac\ud56d\uc785\ub2c8\ub2e4. \uacbd\ud5d8 \uc788\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ud300\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ud611\ub825 \ud30c\ud2b8\ub108\ub3c4 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n
BAP\uc740 \uae30\uc5c5\uc758 AI \uc571 \uac1c\ubc1c\uc5d0 \uc788\uc5b4 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ud30c\ud2b8\ub108\uac00<\/a> \ub420 \uc218 \uc788\ub2e4\uace0 \uc790\uc2e0\ud569\ub2c8\ub2e4. <\/strong>\ub2f9\uc0ac\ub294 \uc694\uad6c\uc0ac\ud56d \uc218\uc9d1\ubd80\ud130 \uacb0\uacfc\ubb3c \uc81c\uacf5\uae4c\uc9c0 \uace0\uc131\ub2a5\uc744 \ucd94\uad6c\ud558\ub294 \ud6cc\ub96d\ud55c \uae30\uc220\ud300\uc744 \ubcf4\uc720\ud558\uace0 \uc788\uc73c\uba70, \uae30\uc5c5\uc774 \uc131\uacf5\uc801\uc778 AI \uc571\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud560 \uc900\ube44\uac00 \ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ubb38\uc758\uac00 \uc788\uc73c\uc2dc\uba74 \uc5b8\uc81c\ub4e0\uc9c0 \uc5f0\ub77d\ud574 \uc8fc\uc138\uc694<\/a>!<\/strong><\/p>\n
<\/p>","protected":false},"author":10,"featured_media":5382,"template":"","meta":{"_acf_changed":false},"tags":[9249,9251,9250,9253],"blog-cat":[2058],"class_list":["post-5381","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry","tag-ai","tag-ai-services","tag-ai-technology","tag-software-development","blog-cat-technology"],"acf":[],"yoast_head":"\n
\uc778\uacf5\uc9c0\ub2a5 \uc571 \uac1c\ubc1c \u2013 \uae30\uc5c5\uc774 \uc900\ube44\ud574\uc57c \ud560 \uac83\uc740 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/title>\n<meta name=\"description\" content=\"AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc740 \uc778\uacf5\uc9c0\ub2a5\uc744 \ud1b5\ud569\ud558\uc5ec \uc791\uc5c5\uc744 \uc790\ub3d9\ud654\ud558\uace0, \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uba70, \uc9c0\ub2a5\uc801\uc778 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub97c \ub9cc\ub4dc\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uae00\uc740 \uae30\uc5c5\uc774 \ud6a8\uacfc\uc801\uc778 AI \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ub370\uc774\ud130, \uae30\uc220, \ube44\uc6a9 \ub4f1 \uc5b4\ub5a4 \uc900\ube44\uac00 \ud544\uc694\ud55c\uc9c0\ub97c \uc774\ud574\ud558\ub294...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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\ube44\uc6a9 \ub4f1 \uc5b4\ub5a4 \uc900\ube44\uac00 \ud544\uc694\ud55c\uc9c0\ub97c \uc774\ud574\ud558\ub294...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/bap-software.net\/kr\/knowledge\/ai-app-development\/\" \/>\n<meta property=\"og:site_name\" content=\"(\u65e5\u672c\u8a9e) \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a-\u30aa\u30d5\u30b7\u30e7\u30a2\u30b5\u30fc\u30d3\u30b9\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/bap32\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-04T09:31:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.bap-software.net\/2020\/07\/ai-app-development.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"650\" \/>\n\t<meta property=\"og:image:height\" content=\"335\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@bapsoftware\" \/>\n<meta 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