{"id":55999,"date":"2025-03-12T00:01:58","date_gmt":"2025-03-11T15:01:58","guid":{"rendered":"https:\/\/8gfg.shop\/blog\/development\/case-study-of-building-a-service-failure-prediction-system-using-machine-learning"},"modified":"2025-03-12T00:02:01","modified_gmt":"2025-03-11T15:02:01","slug":"case-study-of-building-a-service-failure-prediction-system-using-machine-learning","status":"publish","type":"post","link":"https:\/\/8gfg.shop\/blog\/development\/case-study-of-building-a-service-failure-prediction-system-using-machine-learning","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd\uc744 \uc811\ubaa9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \uc0ac\ub840"},"content":{"rendered":"<ul class=\"toc_post_list\">\n<li>\n<h2>\ubaa9\ucc28<\/h2>\n<ul>\n<li><a href=\"#%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%a0%91%eb%aa%a9%ed%95%9c-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%9e%a5%ec%95%a0-%ec%98%88%ec%b8%a1-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ea%b5%ac%ec%b6%95-%ec%82%ac-WsdSDvJOkh\">\uba38\uc2e0\ub7ec\ub2dd\uc744 \uc811\ubaa9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \uc0ac\ub840<\/a><\/li>\n<li><a href=\"#1-%ec%84%9c%eb%a1%a0-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d%ec%9d%84-%ed%99%9c%ec%9a%a9%ed%95%9c-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%9e%a5%ec%95%a0-%ec%98%88%ec%b8%a1%ec%9d%98-%ed%95%84%ec%9a%94%ec%84%b1-WsdSDvJOkh\">1. \uc11c\ub860: \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21\uc758 \ud544\uc694\uc131<\/a><\/li>\n<li><a href=\"#2-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%aa%a8%eb%8d%b8-%ea%b0%9c%eb%b0%9c-%eb%b0%8f-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%88%98%ec%a7%91-%ed%99%98%ea%b2%bd-%ea%b5%ac%ec%b6%95-%eb%b0%a9%ec%95%88-WsdSDvJOkh\">2. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uac1c\ubc1c \ubc0f \ub370\uc774\ud130 \uc218\uc9d1 \ud658\uacbd \uad6c\ucd95 \ubc29\uc548<\/a><\/li>\n<li><a href=\"#3-%ec%8b%a4%ec%a0%9c-%ec%82%ac%eb%a1%80-%eb%b6%84%ec%84%9d-%eb%b0%8f-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ed%86%b5%ed%95%a9-%ea%b5%ac%ed%98%84-%eb%b0%a9%eb%b2%95%ea%b3%bc-%ea%b3%a0%eb%a0%a4-%ec%82%ac-WsdSDvJOkh\">3. \uc2e4\uc81c \uc0ac\ub840 \ubd84\uc11d \ubc0f \uc2dc\uc2a4\ud15c \ud1b5\ud569: \uad6c\ud604 \ubc29\ubc95\uacfc \uace0\ub824 \uc0ac\ud56d<\/a><\/li>\n<li><a href=\"#4-%ed%96%a5%ed%9b%84-%eb%b0%9c%ec%a0%84-%eb%b0%a9%ed%96%a5%ea%b3%bc-%ea%b2%b0%eb%a1%a0-%ec%98%88%ec%b8%a1-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9d%98-%eb%af%b8%eb%9e%98-%ec%a0%84%eb%a7%9d-WsdSDvJOkh\">4. \ud5a5\ud6c4 \ubc1c\uc804 \ubc29\ud5a5\uacfc \uacb0\ub860: \uc608\uce21 \uc2dc\uc2a4\ud15c\uc758 \ubbf8\ub798 \uc804\ub9dd<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>    <title id=\"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%a0%91%eb%aa%a9%ed%95%9c-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%9e%a5%ec%95%a0-%ec%98%88%ec%b8%a1-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ea%b5%ac%ec%b6%95-%ec%82%ac-WsdSDvJOkh\">\uba38\uc2e0\ub7ec\ub2dd\uc744 \uc811\ubaa9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \uc0ac\ub840<\/title><\/p>\n<h1 id=\"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%a0%91%eb%aa%a9%ed%95%9c-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%9e%a5%ec%95%a0-%ec%98%88%ec%b8%a1-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ea%b5%ac%ec%b6%95-%ec%82%ac-WsdSDvJOkh\">\uba38\uc2e0\ub7ec\ub2dd\uc744 \uc811\ubaa9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \uc0ac\ub840<\/h1>\n<p>    <\/p>\n<h2 id=\"1-%ec%84%9c%eb%a1%a0-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d%ec%9d%84-%ed%99%9c%ec%9a%a9%ed%95%9c-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%9e%a5%ec%95%a0-%ec%98%88%ec%b8%a1%ec%9d%98-%ed%95%84%ec%9a%94%ec%84%b1-WsdSDvJOkh\">1. \uc11c\ub860: \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21\uc758 \ud544\uc694\uc131<\/h2>\n<p>\ucd5c\uadfc IT \uc0b0\uc5c5\uc758 \uae09\uaca9\ud55c \ubc1c\uc804\uacfc \ub354\ubd88\uc5b4 \uac01\uc885 \ub514\uc9c0\ud138 \uc11c\ube44\uc2a4\uc640 \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c\uac00 \ubcf4\ud3b8\ud654\ub428\uc5d0 \ub530\ub77c, \uc11c\ube44\uc2a4 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uae30\uc5c5\uc758 \ud53c\ud574 \uaddc\ubaa8\uc640 \ud575\uc2ec \uc2dc\uc2a4\ud15c\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc774 \ub9e4\uc6b0 \ucee4\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0c1\ud669 \uc18d\uc5d0\uc11c \ub2e8\uc21c\ud55c \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\ub9cc\uc73c\ub85c\ub294 \uc7a5\uc560 \ubc1c\uc0dd \uc804\ud6c4\uc758 \ube60\ub978 \ub300\uc751\uc774 \uc5b4\ub824\uc6cc\uc84c\uace0, \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc608\uce21 \uc2dc\uc2a4\ud15c\uc774 \ub3c4\uc785\ub418\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \ubcf8 \uc139\uc158\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21\uc774 \uc65c \uc911\uc694\ud55c\uc9c0, \uadf8\ub9ac\uace0 \uc774\ub97c \ud1b5\ud574 \uc5bb\uc744 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc774\uc810\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud569\ub2c8\ub2e4.<\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc740 \ub300\uaddc\ubaa8\uc758 \ub85c\uadf8, \uc13c\uc11c \ub370\uc774\ud130, \ud2b8\ub798\ud53d \ud328\ud134 \ub4f1\uc758 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \uc7a0\uc7ac\uc801\uc778 \uc7a5\uc560 \uc9d5\ud6c4\ub97c \ubbf8\ub9ac \ud0d0\uc9c0\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc774 \uc790\ub3d9\ud654\ub41c \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \uc0ac\ub78c\uc758 \ud310\ub2e8\ubcf4\ub2e4 \ud6e8\uc52c \ube60\ub974\uac8c \uc774\uc0c1 \uc2e0\ud638\ub97c \ud3ec\ucc29\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc7a5\uc560 \ubc1c\uc0dd \uc804\uc5d0 \uc608\ubc29 \uc870\uce58\ub97c \ucde8\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uace0\ub3c4\ud654\ub41c \ud1b5\uacc4 \ubd84\uc11d \ubc0f \ud328\ud134 \uc778\uc2dd \uae30\ub2a5\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uae30\uc874 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc774 \uac16\ub294 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ubcc0\uc218\uc640 \uc774\ubca4\ud2b8 \uac04\uc758 \uc0c1\uad00 \uad00\uacc4\ub97c \ubd84\uc11d\ud574 \uc7a5\uc560 \uc694\uc778\uc744 \uc0ac\uc804\uc5d0 \ud0d0\uc9c0\ud558\ub294 \ub370 \ud070 \uae30\uc5ec\ub97c \ud560 \uc218 \uc788\uc73c\uba70, \uc7a5\uc560 \ubc1c\uc0dd \ud655\ub960\uc744 \uc815\ub7c9\uc801\uc73c\ub85c \uc608\uce21\ud558\uc5ec \uc758\uc0ac\uacb0\uc815\uc5d0 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6b4\uc601 \ube44\uc6a9\uc744 \uc808\uac10\ud558\uace0, \uc11c\ube44\uc2a4 \uc548\uc815\uc131\uc744 \ub192\uc774\ub294 \ud6a8\uacfc\ub97c \uac70\ub458 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc \uc5ec\ub7ec \uad6d\ub0b4\uc678 \uae30\uc5c5\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc801\uc6a9\ud55c \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uba74\uc11c \uadf8 \uc131\uacfc\ub97c \uc785\uc99d\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae00\ub85c\ubc8c \uc1fc\ud551\ubab0\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud55c \uacb0\uacfc \uc7a5\uc560 \ubc1c\uc0dd\ub960\uc774 30% \uc774\uc0c1 \uac10\uc18c\ud558\uc600\uc73c\uba70, \ubbf8\ub9ac \ub300\uc751 \uc870\uce58\ub97c \ud1b5\ud574 \uace0\uac1d \ub9cc\uc871\ub3c4\uac00 \ud06c\uac8c \uc0c1\uc2b9\ud55c \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc131\uacf5 \uc0ac\ub840\ub4e4\uc740 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc774 \uae30\uc5c5 \uacbd\uc7c1\ub825 \uac15\ud654\uc5d0 \ud544\uc218\uc801\uc774\ub77c\ub294 \uc810\uc744 \uc2dc\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \uc774\ubca4\ud2b8 \ub85c\uadf8\ub97c \ud65c\uc6a9\ud568\uc73c\ub85c\uc368, \uae30\uc874\uc5d0 \uac04\uacfc\ub418\ub358 \ubbf8\uc138\ud55c \uc774\uc0c1 \uc2e0\ud638\ub3c4 \ud0d0\uc9c0\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ub525\ub7ec\ub2dd \uae30\uc220\uacfc \uacb0\ud569\ud55c \uc608\uce21 \ubaa8\ub378\uc740 \ub354\uc6b1 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uad6c\uc870\uc5d0\uc11c\ub3c4 \ub6f0\uc5b4\ub09c \uc608\uce21\ub825\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc73c\uba70, \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0 \uc801\uc6a9 \uc2dc \uadf8 \ud6a8\uacfc\uac00 \uadf9\ub300\ud654\ub420 \uc218 \uc788\uc74c\uc744 \uc5ec\ub7ec \uc5f0\uad6c\uac00 \uc99d\uba85\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uae30\uc5c5\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \uc8fc\uc694 \ubaa9\ud45c\ub294 \ub2e8\uc21c\ud788 \uc7a5\uc560\ub97c \uc0ac\uc804\uc5d0 \ud0d0\uc9c0\ud558\ub294 \uac83\uc744 \ub118\uc5b4, \uc11c\ube44\uc2a4 \uc6b4\uc601\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\uace0 \ube44\uc6a9\uc744 \uc808\uac10\ud558\ub294 \ub370 \uc788\uc2b5\ub2c8\ub2e4. \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uc0ac\uc804\uc5d0 \uc7a5\uc560\ub97c \ud30c\uc545\ud558\uace0 \ub300\uc751\ud568\uc73c\ub85c\uc368, \uc7a5\uc560 \ubcf5\uad6c\uc5d0 \ub4dc\ub294 \uc2dc\uac04\uacfc \uc778\uc801 \uc790\uc6d0\uc744 \ucd5c\uc18c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c \uc774\ub294 \uace0\uac1d \uc774\ud0c8\ub960 \uac10\uc18c\uc640 \ube44\uc988\ub2c8\uc2a4 \uc2e0\ub8b0\ub3c4 \ud5a5\uc0c1\uc73c\ub85c \uc774\uc5b4\uc9c0\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc740 \uadf8 \uc790\uccb4\ub85c \ubcf5\uc7a1\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc9c0\ub9cc, \uc778\ud504\ub77c\uc640 \uacb0\ud569\ud568\uc73c\ub85c\uc368 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud558\ub294 \uac83\uc774 \uac00\ub2a5\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d, \uc774\uc0c1\uce58 \ud0d0\uc9c0, \uadf8\ub9ac\uace0 \uac15\ud654 \ud559\uc2b5 \ub4f1\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\ub4e4\uc774 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc5d0 \uc751\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uac01 \uae30\uc220\uc774 \ubcf4\uc644\uc801\uc73c\ub85c \uc791\uc6a9\ud558\uc5ec \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8 \uba38\uc2e0\ub7ec\ub2dd \ud50c\ub7ab\ud3fc\uc758 \uc811\uadfc\uc131\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub428\uc5d0 \ub530\ub77c, \uc911\uc18c\uae30\uc5c5\uc5d0\uc11c\ub3c4 \uace0\ub3c4\ud654\ub41c \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc774 \ub9c8\ub828\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 \uba38\uc2e0\ub7ec\ub2dd \uc11c\ube44\uc2a4\uc640 \uc624\ud508 \uc18c\uc2a4 \ub3c4\uad6c\ub4e4\uc774 \ubcf4\ud3b8\ud654\ub418\uba74\uc11c, \uc2e4\uc2dc\uac04 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \ub354 \uc774\uc0c1 \ub300\uae30\uc5c5\ub9cc\uc758 \uc804\uc720\ubb3c\uc774 \uc544\ub2cc \uc2dc\ub300\uac00 \ub3c4\ub798\ud55c \uc148\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc694\uc57d\ud558\uba74, \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \ub2e8\uc21c\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \ub118\uc5b4 \uc7a5\uc560 \ubc1c\uc0dd \uc804 \ubaa8\ub4e0 \uc9c0\ud45c\ub97c \uc0ac\uc804\uc5d0 \ubd84\uc11d\ud558\uc5ec \ub300\ube44\ud560 \uc218 \uc788\ub294 \ud601\uc2e0\uc801\uc778 \ud574\uacb0\ucc45\uc785\ub2c8\ub2e4. \ubcf8 \uc139\uc158\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \ud544\uc694\uc131\uacfc \uae30\uc220\uc801 \ubc30\uacbd, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc0ac\ub840\ub97c \ud1b5\ud574 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uc6a9\uc744 \uc885\ud569\uc801\uc73c\ub85c \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c \uc81c\uc2dc\ud560 \ub0b4\uc6a9\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc124\uacc4, \ub370\uc774\ud130 \uc218\uc9d1 \uc804\ub7b5, \uc2dc\uc2a4\ud15c \ud1b5\ud569 \ubc29\ubc95, \uadf8\ub9ac\uace0 \ubbf8\ub798 \ubc1c\uc804 \ubc29\ud5a5\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub2e4\ub8e8\uba74\uc11c, \uc2e4\ubb34\uc5d0 \ubc14\ub85c \uc801\uc6a9 \uac00\ub2a5\ud55c \uad6c\uccb4\uc801\uc778 \uc0ac\ub840\uc640 \ud1b5\uacc4 \uc790\ub8cc\ub97c \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc5d0\uac8c \uadc0\uc911\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"2-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%aa%a8%eb%8d%b8-%ea%b0%9c%eb%b0%9c-%eb%b0%8f-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%88%98%ec%a7%91-%ed%99%98%ea%b2%bd-%ea%b5%ac%ec%b6%95-%eb%b0%a9%ec%95%88-WsdSDvJOkh\">2. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uac1c\ubc1c \ubc0f \ub370\uc774\ud130 \uc218\uc9d1 \ud658\uacbd \uad6c\ucd95 \ubc29\uc548<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc6b0\uc120\uc801\uc73c\ub85c \uc2e0\ub8b0\uc131 \uc788\ub294 \ub370\uc774\ud130 \uc218\uc9d1 \ud658\uacbd\uacfc \uc801\uc808\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95, \uc804\ucc98\ub9ac \uae30\uc220, \ubaa8\ub378 \ud559\uc2b5 \uacfc\uc815, \uadf8\ub9ac\uace0 \ucd5c\uc2e0 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \uc801\uc6a9 \uc0ac\ub840\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815 \uccb4\uacc4\ub97c \ub9c8\ub828\ud558\ub294 \uac83\uc774 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p>\uccab \ub2e8\uacc4\ub85c, \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uc778\ud504\ub77c \uad6c\ucd95\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ub85c\uadf8, \ud2b8\ub798\ud53d \ubcc0\ud654, CPU \uc0ac\uc6a9\ub960, \uba54\ubaa8\ub9ac \ud65c\uc6a9\ub3c4, \ub124\ud2b8\uc6cc\ud06c \uc9c0\uc5f0 \uc2dc\uac04\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub4e4\uc744 \ud1b5\ud569\uc801\uc73c\ub85c \uad00\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \uae30\ubc18\uc758 \ub85c\uadf8 \uc218\uc9d1 \ub3c4\uad6c\uc640 \uc774\ubca4\ud2b8 \uc2a4\ud2b8\ub9ac\ubc0d \ud50c\ub7ab\ud3fc (\uc608: Apache Kafka, Fluentd \ub4f1)\uc744 \ub3c4\uc785\ud558\uc5ec \ub370\uc774\ud130\uac00 \ube60\uc9d0\uc5c6\uc774 \uc800\uc7a5\ub420 \uc218 \uc788\ub3c4\ub85d \ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \uc218\uc9d1\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc218\uc9d1\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc804\ucc98\ub9ac \uacfc\uc815 \ub610\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \uacb0\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc815\uc81c, \ub178\uc774\uc988 \uc81c\uac70, \uc774\uc0c1\uce58 \uac80\ucd9c \ubc0f \ubcf4\uc815 \ub4f1 \ub2e4\uc591\ud55c \uc804\ucc98\ub9ac \uae30\uc220\uc744 \uc801\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc815\uaddc\ud654\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ub354\uc6b1 \uc815\ud655\ud55c \uc608\uce21 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub85c\uadf8 \ub370\uc774\ud130 \ub0b4\uc5d0 \uc874\uc7ac\ud558\ub294 \uc911\ubcf5 \ud56d\ubaa9\uc774\ub098 \ubd88\ud544\uc694\ud55c \uc815\ubcf4\ub97c \ud544\ud130\ub9c1\ud558\ub294 \uc791\uc5c5\uc740 \ub9e4\uc6b0 \uc911\uc694\ud55c \ubd80\ubd84\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ub2e4\ub8e8\uc5b4\uc57c \ud558\ubbc0\ub85c, \ub370\uc774\ud130\uc758 \uc2dc\uac04\uc801 \ud750\ub984\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc2dc\uacc4\uc5f4 \ubd84\uc11d \uae30\uc220\uacfc \uacb0\ud569\ud55c \ubaa8\ub378 \ud559\uc2b5 \uc808\ucc28\ub97c \ub9c8\ub828\ud574\uc57c \ud558\uba70, \ub370\uc774\ud130 \uac04\uc758 \uc0c1\uad00 \uad00\uacc4\ub97c \ud30c\uc545\ud560 \uc218 \uc788\ub294 \ud2b9\uc131 \ucd94\ucd9c \uacfc\uc815\ub3c4 \ud568\uaed8 \uc9c4\ud589\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\uc640 \uad00\ub828\ud558\uc5ec \uc5ec\ub7ec \uc5f0\uad6c\uc5d0\uc11c\ub294 \uc2dc\uac04\uc5d0 \ub530\ub978 \ub370\uc774\ud130 \ubcc0\ud654 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uc5ec, \uc608\uce21 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a8 \uc0ac\ub840\ub4e4\uc744 \uc81c\uc2dc\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud55c\ud3b8, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud559\uc2b5\uc744 \uc704\ud574 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998 \uc911\uc5d0\uc11c\ub3c4 \ud68c\uadc0 \ubd84\uc11d, \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, \uadf8\ub9ac\uace0 \ucd5c\uadfc\uc758 \ub525\ub7ec\ub2dd \uae30\ubc18 \ubaa8\ub378\ub4e4\uc774 \ub9ce\uc774 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uae30\ubc18 \uc608\uce21\uc5d0 \uac15\uc810\uc744 \ubcf4\uc774\ub294 LSTM(Long Short-Term Memory)\uc774\ub098 GRU(Gated Recurrent Unit)\uc640 \uac19\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN) \uacc4\uc5f4 \ubaa8\ub378\uc740 \uc7a5\uc560 \uc608\uce21 \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uc6a9\ud558\uac8c \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc544\ub798\ub294 \uc7a5\uc560 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uac04\ub2e8\ud55c Python \ucf54\ub4dc \uc608\uc81c\uc785\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 LSTM\uc744 \ud65c\uc6a9\ud55c \uac04\ub2e8\ud55c \uc2dc\uacc4\uc5f4 \uc608\uce21 \ubaa8\ub378\uc758 \uae30\ubcf8 \uad6c\uc870\ub97c \ubcf4\uc5ec\uc8fc\uba70, \uc2e4\uc81c \uc2dc\uc2a4\ud15c\uc5d0 \uc801\uc6a9\ud560 \uacbd\uc6b0 \ucd94\uac00\uc801\uc778 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uc640 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc774 \ud544\uc694\ud568\uc744 \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>\nimport numpy as np\nimport pandas as pd\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import LSTM, Dense\n\n# \ub370\uc774\ud130 \ub85c\ub4dc \ubc0f \uc804\ucc98\ub9ac\ndata = pd.read_csv('service_log.csv')\n# \uc815\uaddc\ud654 \ubc0f \uacb0\uce21\uce58 \ucc98\ub9ac \uacfc\uc815 \uc608\uc81c\ndata.fillna(method='ffill', inplace=True)\nnormalized_data = (data - data.mean()) \/ data.std()\n\n# \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uad6c\uc131\ndef create_dataset(dataset, look_back=10):\n    X, Y = [], []\n    for i in range(len(dataset)-look_back):\n        X.append(dataset[i:(i+look_back)].values)\n        Y.append(dataset[i+look_back])\n    return np.array(X), np.array(Y)\n\nlook_back = 10\nX, Y = create_dataset(normalized_data['cpu_usage'])\nX = X.reshape((X.shape[0], X.shape[1], 1))\n\n# LSTM \ubaa8\ub378 \uad6c\uc131\nmodel = Sequential()\nmodel.add(LSTM(50, input_shape=(look_back, 1)))\nmodel.add(Dense(1))\nmodel.compile(optimizer='adam', loss='mse')\n\n# \ubaa8\ub378 \ud559\uc2b5\nmodel.fit(X, Y, epochs=20, batch_size=32, verbose=2)\n    <\/code><\/pre>\n<p>\uc2e4\uc81c \ucf54\ub4dc \uc608\uc81c\ub294 \ubb3c\ub860 \ub2e8\uc21c\ud55c \ud615\ud0dc\uc774\uba70, \uc11c\ube44\uc2a4 \ud658\uacbd\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \ubcc0\uc218\uc640 \ud53c\ucc98\ub4e4\uc744 \ucd94\uac00\uc801\uc73c\ub85c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub124\ud2b8\uc6cc\ud06c \uc0c1\ud0dc, \ub514\uc2a4\ud06c \uc785\ucd9c\ub825, \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc9c0\uc5f0 \uc2dc\uac04 \ub4f1 \ub2e4\uac01\uc801\uc778 \ubcc0\uc218\ub4e4\uc744 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uae30\ubc95\uc744 \ud1b5\ud574 \ubaa8\ub378\uc5d0 \ubc18\uc601\ud558\ub294 \uac83\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \uc218\uc9d1 \ud658\uacbd\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \uc911\uc694\ud55c \uc810\uc740 \uac01\uc885 \uc13c\uc11c \ubc0f \ub85c\uadf8 \uc218\uc9d1 \uc7a5\ube44\uc640 \uc11c\ubc84 \uac04\uc758 \uc5f0\ub3d9\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 REST API, WebSocket, \uadf8\ub9ac\uace0 \ub2e4\ub978 \ud504\ub85c\ud1a0\ucf5c\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1\ud558\uace0, \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\ub294 \uc790\ub3d9 \uc2a4\ucf00\uc77c\ub9c1\uacfc \ubd84\uc0b0 \ucc98\ub9ac \uae30\ub2a5\uc774 \uacb0\ud569\ub41c \uc544\ud0a4\ud14d\ucc98\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc801 \uc694\uad6c\uc0ac\ud56d\uc744 \ucda9\uc871\ud558\uae30 \uc704\ud574 IT \uc778\ud504\ub77c\uc640\uc758 \uae34\ubc00\ud55c \ud1b5\ud569 \uc791\uc5c5\uc774 \uc120\ud589\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ub370\uc774\ud130 \ubcf4\uc548\uacfc \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ub610\ud55c \ubb34\uc2dc\ud560 \uc218 \uc5c6\ub294 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc218\uc9d1\ub41c \ub85c\uadf8 \ub370\uc774\ud130\ub098 \uc0ac\uc6a9\uc790 \uad00\ub828 \uc815\ubcf4\ub294 \uc554\ud638\ud654 \ubc0f \uc811\uadfc \ud1b5\uc81c \uccb4\uacc4\ub97c \uac16\ucd94\uc5b4\uc57c \ud558\uba70, \uad00\ub828 \ubc95\uaddc\uc640 \uaddc\uc81c\uc5d0 \ub9de\ucdb0 \ubcf4\uad00 \ubc0f \ucc98\ub9ac\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ubcf4\uc548 \uc0ac\uace0\uac00 \ubc1c\uc0dd\ud560 \uacbd\uc6b0 \uae30\uc5c5\uc758 \uc2e0\ub8b0\ub3c4 \ud558\ub77d\uc740 \ubb3c\ub860 \ubc95\uc801 \uc81c\uc7ac\ub97c \ubc1b\uc744 \uc218 \uc788\uc74c\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 \ubc0f \uc8fc\uae30\uc801\uc778 \ub9ac\ud2b8\ub808\uc774\ub2dd \uacfc\uc815\ub3c4 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \ub370\uc774\ud130\uc758 \ubd84\ud3ec\uc640 \ud328\ud134\uc740 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ubcc0\ub3d9\ub420 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \uc815\uae30\uc801\uc778 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8\uc640 \ub370\uc774\ud130 \uc7ac\uc218\uc9d1 \uacfc\uc815\uc744 \ud1b5\ud574 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud574 \ub098\uac00\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc740 \ud504\ub85c\uc138\uc2a4\ub97c \uad8c\uc7a5\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub370\uc774\ud130 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \ud53c\ub4dc\ubc31 \uc218\uc9d1<\/li>\n<li>\uc815\uae30\uc801\uc778 \ubaa8\ub378 \ud3c9\uac00 (\uc815\ud655\ub3c4, \uc7ac\ud604\uc728 \ub4f1)<\/li>\n<li>\ub9ac\ud2b8\ub808\uc774\ub2dd \ubc0f \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/li>\n<li>\uc0c8\ub85c\uc6b4 \uc774\ubca4\ud2b8 \uc720\ud615 \ubc0f \ubcc0\uc218 \ucd94\uac00 \ubc18\uc601<\/li>\n<li>\ubcf4\uc548 \uac15\ud654 \ubc0f \ub85c\uadf8 \uad00\ub9ac \uccb4\uacc4 \uac1c\uc120<\/li>\n<\/ul>\n<p>\uc774\uc640 \uac19\uc774 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ubaa8\ub378 \uac1c\ubc1c \ub2e8\uacc4\ub294 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uae30\ubc18\uc744 \ub9c8\ub828\ud558\ub294 \uc911\uc694\ud55c \uacfc\uc815\uc785\ub2c8\ub2e4. \uc9c0\uc18d \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc744 \uc704\ud574 \uc801\uc808\ud55c \ub3c4\uad6c\uc640 \ubc29\ubc95\ub860\uc744 \ucc44\ud0dd\ud558\uace0, \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0 \ub9de\ucd98 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uac1c\ubc1c\uacfc \ub370\uc774\ud130 \uc218\uc9d1 \ud658\uacbd \uad6c\ucd95\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc801 \uad6c\ud604\uc5d0 \uadf8\uce58\uc9c0 \uc54a\uace0, \uc2dc\uc2a4\ud15c \uc804\ubc18\uc758 \uc548\uc815\uc131\uacfc \ud655\uc7a5\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud55c \ud544\uc218\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774 \uc808\ucc28\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc774\uc288\ub4e4\uc744 \uc0ac\uc804\uc5d0 \uc2dd\ubcc4\ud558\uc5ec \ub300\uc751 \uc804\ub7b5\uc744 \ub9c8\ub828\ud568\uc73c\ub85c\uc368, \uc608\uce21 \uc2dc\uc2a4\ud15c\uc758 \uc2e0\ub8b0\uc131\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\uc758 \uc139\uc158\uc5d0\uc11c\ub294 \uc2e4\uc81c \uc0ac\ub840 \ubd84\uc11d\uacfc \uc2dc\uc2a4\ud15c \ud1b5\ud569\uc758 \uad6c\uccb4\uc801\uc778 \ubc29\ubc95\ub860\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8e8\uba70, \uac01 \ub2e8\uacc4\ubcc4\ub85c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ubb38\uc81c\uc810\uacfc \ud574\uacb0 \ubc29\uc548\uc744 \uc81c\uc2dc\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc774 \uc2e4\ubb34\uc5d0 \uc801\uc6a9 \uac00\ub2a5\ud55c \uad6c\uccb4\uc801\uc778 \uac00\uc774\ub4dc\ub77c\uc778\uc744 \ud655\uc778\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc6b8 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"3-%ec%8b%a4%ec%a0%9c-%ec%82%ac%eb%a1%80-%eb%b6%84%ec%84%9d-%eb%b0%8f-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ed%86%b5%ed%95%a9-%ea%b5%ac%ed%98%84-%eb%b0%a9%eb%b2%95%ea%b3%bc-%ea%b3%a0%eb%a0%a4-%ec%82%ac-WsdSDvJOkh\">3. \uc2e4\uc81c \uc0ac\ub840 \ubd84\uc11d \ubc0f \uc2dc\uc2a4\ud15c \ud1b5\ud569: \uad6c\ud604 \ubc29\ubc95\uacfc \uace0\ub824 \uc0ac\ud56d<\/h2>\n<p>\uc2e4\uc81c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uae30\uc220\uc801 \ub3c4\uc804\uacfc \ud574\uacb0 \uacfc\uc81c\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. \ubcf8 \uc139\uc158\uc5d0\uc11c\ub294 \uad6c\uccb4\uc801\uc778 \uc0ac\ub840 \uc5f0\uad6c\ub97c \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc774 \uc5b4\ub5bb\uac8c \uc124\uacc4\ub418\uc5c8\uace0, \uc5b4\ub5a4 \ubc29\uc2dd\uc73c\ub85c \uae30\uc874 \uc2dc\uc2a4\ud15c\uacfc \ud1b5\ud569\ub418\uc5c8\ub294\uc9c0 \uc2ec\ub3c4 \uc788\uac8c \ubd84\uc11d\ud569\ub2c8\ub2e4. \ud2b9\ud788 \ub300\ud615 \uc804\uc790\uc0c1\uac70\ub798 \ud50c\ub7ab\ud3fc\uacfc \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc5c5\uccb4\uc758 \uc0ac\ub840\ub97c \uc911\uc2ec\uc73c\ub85c \uc124\uba85\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uccab \ubc88\uc9f8 \uc0ac\ub840\ub85c, \uad6d\ub0b4 \ub300\ud615 \uc804\uc790\uc0c1\uac70\ub798 \uae30\uc5c5 A\uc0ac\ub294 \uc11c\ube44\uc2a4 \uc548\uc815\uc131\uacfc \uace0\uac1d \uc2e0\ub8b0\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uc600\uc2b5\ub2c8\ub2e4. A\uc0ac\ub294 \uae30\uc874\uc758 \ub2e8\uc21c\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc5d0\uc11c \ubc97\uc5b4\ub098, \ub2e4\uc591\ud55c \ub85c\uadf8 \ub370\uc774\ud130\uc640 IoT \uc13c\uc11c \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1 \ubc0f \ubd84\uc11d\ud558\ub294 \ud1b5\ud569 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uac01 \uc11c\ubc84\uc758 CPU \uc0ac\uc6a9\ub7c9, \uba54\ubaa8\ub9ac \uc0c1\ud0dc, \ub124\ud2b8\uc6cc\ud06c \ud2b8\ub798\ud53d, \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc751\ub2f5 \uc2dc\uac04 \ub4f1\uc744 \ubd84\uc11d\ud558\uc5ec \uc7a5\uc560 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc744 \uc0ac\uc804\uc5d0 \ud0d0\uc9c0\ud558\ub294 \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc0ac\ub840 \ubd84\uc11d \uacb0\uacfc, A\uc0ac\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \uc7a5\uc560 \ubc1c\uc0dd \ud655\ub960\uc744 \uc608\uce21\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc0ac\uc804\uc801\uc73c\ub85c \uc54c\ub78c\uc744 \ubc1c\uc0dd\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. \uc7a5\uc560 \ubc1c\uc0dd \uc804\ud6c4\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud55c \uacb0\uacfc, \uc7a5\uc560 \ubc1c\uc0dd 30\ubd84 \uc804\ubd80\ud130 \ubaa8\ub378\uc758 \uc608\uce21\uce58\uac00 \uc11c\uc11c\ud788 \uc0c1\uc2b9\ud558\ub294 \ud328\ud134\uc774 \ubc1c\uacac\ub418\uc5c8\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ub300\uc751 \uccb4\uacc4\ub97c \uad6c\ucd95\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc608\uce21 \uc2dc\uc2a4\ud15c \ub3c4\uc785 \ud6c4 \uc2e4\uc81c \uc7a5\uc560 \ubc1c\uc0dd \uac74\uc218\uac00 40% \uc774\uc0c1 \uac10\uc18c\ud558\uc600\uc73c\uba70, \ub300\uc751 \uc2dc\uac04\uc744 \ud06c\uac8c \ub2e8\ucd95\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub450 \ubc88\uc9f8 \uc0ac\ub840\ub85c, \uae00\ub85c\ubc8c \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc5c5\uccb4 B\uc0ac\ub294 \ub2e4\uc591\ud55c \uace0\uac1d \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\ub4e4\uc744 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud1b5\ud569 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \ud574\uacb0\ud558\uc600\uc2b5\ub2c8\ub2e4. B\uc0ac\ub294 \uc5ec\ub7ec \ub370\uc774\ud130 \uc13c\ud130\uc5d0\uc11c \uc218\uc9d1\ub41c \ubc29\ub300\ud55c \ub85c\uadf8 \ub370\uc774\ud130\ub97c \uc911\uc559\uc9d1\uc911\uc2dd \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0 \uc800\uc7a5\ud55c \ud6c4, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9ac\ubc0d \uae30\uc220\uacfc \uacb0\ud569\ud558\uc5ec \uc7a5\uc560 \uc608\uce21 \ubaa8\ub378\uc744 \uc6b4\uc601\ud588\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud074\ub7ec\uc2a4\ud130 \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub178\ub4dc \uac04\uc758 \uc0c1\ud638 \uc791\uc6a9\uacfc \ud2b8\ub798\ud53d \ud328\ud134\uc744 \ubd84\uc11d\ud558\uc5ec \uc7a5\uc560 \uc804\uc870 \ud604\uc0c1\uc744 \ud3ec\ucc29\ud558\ub294 \ub370 \uc8fc\ub825\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c \ud1b5\ud569 \uacfc\uc815\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uae30\uc220\uc801 \uc694\uc18c\uac00 \ubcf5\ud569\uc801\uc73c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4. \uc6b0\uc120, \uac01 \uc11c\ubc84\uc640 \uc13c\uc11c \uac04\uc758 \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\uc2dd\uc774 \uc77c\uad00\ub418\uc5b4\uc57c \ud558\uba70, \ub370\uc774\ud130\uc758 \uc804\uc1a1 \uc18d\ub3c4\uc640 \ubb34\uacb0\uc131\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 B\uc0ac\ub294 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ucc98\uc640 \ub370\uc774\ud130 \uac80\uc99d \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud558\uc600\uc73c\uba70, \uac01 \ub2e8\uacc4\ub9c8\ub2e4 \uc624\ub958 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud55c \uc790\ub3d9\ud654\ub41c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \ub3c4\uc785\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2e4\uc81c \ud1b5\ud569 \ud658\uacbd\uc5d0\uc11c\ub294 \uc11c\ub85c \ub2e4\ub978 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub370\uc774\ud130\ub97c \ud558\ub098\uc758 \ud45c\uc900\ud654\ub41c \ud615\uc2dd\uc73c\ub85c \ud1b5\ud569\ud558\ub294 \uac83\uc774 \uc911\uc694\ud55c \ubb38\uc81c\ub85c \ub300\ub450\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub85c\uadf8 \ud615\uc2dd \ubc0f \uc774\ubca4\ud2b8 \ud0c0\uc784\uc2a4\ud0ec\ud504\uc758 \ucc28\uc774\ub85c \uc778\ud574 \ub370\uc774\ud130 \ub3d9\uae30\ud654\uc5d0 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \ub370\uc774\ud130\ub97c \uc815\uaddc\ud654\ud558\ub294 \uc804\uc6a9 \ud30c\uc11c\ub97c \uac1c\ubc1c\ud558\uace0, \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \ub3d9\uc77c\ud55c \ud3ec\ub9f7\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uc791\uc5c5\uc774 \ud544\uc218\uc801\uc774\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uae30\uc874 \uc2dc\uc2a4\ud15c\uacfc\uc758 \uc6d0\ud65c\ud55c \ud1b5\ud569\uc744 \uc704\ud574 API \uac8c\uc774\ud2b8\uc6e8\uc774 \ubc0f \uba54\uc2dc\uc9c0 \ud050 \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud55c \uc0bd\uc785\ud615 \uc544\ud0a4\ud14d\ucc98\ub97c \ub3c4\uc785\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc7a5\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ud1b5\ud569\ud560 \uc218 \uc788\uc74c<\/li>\n<li>\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \ud1b5\ud574 \ube60\ub978 \uc7a5\uc560 \uc608\uce21\uc774 \uac00\ub2a5\ud568<\/li>\n<li>\uae30\uc874 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uacfc \uc6d0\ud65c\ud558\uac8c \uc5f0\ub3d9\ud560 \uc218 \uc788\uc74c<\/li>\n<li>\ub370\uc774\ud130 \uac80\uc99d \ubc0f \uc624\ub958 \ucc98\ub9ac \uba54\ucee4\ub2c8\uc998\uc774 \ub0b4\uc7a5\ub428<\/li>\n<li>\ud655\uc7a5\uc131\uacfc \uc720\uc5f0\uc131\uc774 \ub6f0\uc5b4\ub09c \uc544\ud0a4\ud14d\ucc98 \uc81c\uacf5<\/li>\n<\/ul>\n<p>B\uc0ac\uc758 \uc0ac\ub840\uc5d0\uc11c\ub294 \ub300\uaddc\ubaa8 \ub85c\uadf8 \uc800\uc7a5\uc18c\uc640 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc5f0\uacc4\ud558\uc5ec, \uc7a5\uc560\uc758 \uc804\uc870 \uc99d\uc0c1\uc774 \ub098\ud0c0\ub0a0 \uacbd\uc6b0 \uc790\ub3d9\uc73c\ub85c \uc54c\ub9bc \uc2dc\uc2a4\ud15c\uc5d0 \uc804\ub2ec\ub418\ub3c4\ub85d \uc124\uc815\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc2e4\uc2dc\uac04\uc73c\ub85c \ub2f4\ub2f9 \uc5d4\uc9c0\ub2c8\uc5b4\uc5d0\uac8c SMS \ubc0f \uc774\uba54\uc77c \uc54c\ub9bc\uc744 \ubc1c\uc1a1\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc989\uac01\uc801\uc778 \ub300\uc751\uc774 \uac00\ub2a5\ud574\uc84c\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2dc\uc2a4\ud15c \ud1b5\ud569 \uacfc\uc815 \uc911 \uac00\uc7a5 \ud070 \ub3c4\uc804\uc740 \ub370\uc774\ud130\uc758 \ubd88\uc77c\uce58\uc640 \uc9c0\uc5f0 \ubb38\uc81c\uc600\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \ub370\uc774\ud130 \uc13c\ud130\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub370\uc774\ud130\uac00 \ub124\ud2b8\uc6cc\ud06c \ud658\uacbd\uc5d0 \ub530\ub77c \uc804\ub2ec \uc9c0\uc5f0\uc774 \ubc1c\uc0dd\ud558\ub294 \uacbd\uc6b0, \uc608\uce21 \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574, B\uc0ac\ub294 \ub370\uc774\ud130 \ub3d9\uae30\ud654 \uc54c\uace0\ub9ac\uc998\uacfc \uc2dc\uac04 \ub3d9\uae30\ud654 \uae30\uc220\uc744 \ub3c4\uc785\ud558\uc5ec, \ubaa8\ub4e0 \ub370\uc774\ud130\uc758 \ud0c0\uc784\uc2a4\ud0ec\ud504\ub97c \ud45c\uc900\ud654\ud558\ub294 \uc791\uc5c5\uc744 \uc2e4\uc2dc\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \ub2e8\uc21c\ud788 \uc7a5\uc560\ub97c \uc608\uce21\ud558\ub294 \uac83\uc5d0 \uadf8\uce58\uc9c0 \uc54a\uace0, \uc0ac\ud6c4 \ubd84\uc11d\uc744 \ud1b5\ud574 \ubb38\uc81c\uc758 \uadfc\ubcf8 \uc6d0\uc778\uc744 \ud30c\uc545\ud558\uace0, \uc7ac\ubc1c \ubc29\uc9c0 \ub300\ucc45\uc744 \ub9c8\ub828\ud558\ub294 \uc5ed\ud560\ub3c4 \uc218\ud589\ud569\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \uc7a5\uc560 \ubc1c\uc0dd \ud6c4 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \ubb38\uc81c\uc758 \uc6d0\uc778\uc744 \ud30c\uc545\ud558\uace0, \uc2dc\uc2a4\ud15c \uac1c\uc120 \ubc0f \uc608\ubc29 \uc870\uce58\ub97c \ucde8\ud55c \uacb0\uacfc, \ub3d9\uc77c\ud55c \uc720\ud615\uc758 \uc7a5\uc560 \uc7ac\ubc1c\ub960\uc774 \ud604\uc800\ud788 \ub0ae\uc544\uc9c4 \uc0ac\ub840\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc0ac\uc6a9\uc790 \ud53c\ub4dc\ubc31\uc744 \ubc18\uc601\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uac1c\uc120\ud558\ub294 \uc8fc\uae30\uc801\uc778 \uc720\uc9c0\ubcf4\uc218 \uc791\uc5c5\uc740 \ud1b5\ud569 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uc744 \ub192\uc774\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc11c\ube44\uc2a4 \uc6b4\uc601 \ud300\uc740 \ud56d\uc0c1 \ucd5c\uc2e0 \ub370\uc774\ud130\uc640 \uae30\uc220 \ub3d9\ud5a5\uc744 \ubc18\uc601\ud55c \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc73c\uba70, \uc7a5\uae30\uc801\uc73c\ub85c\ub294 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc758 \uc815\ud655\ub3c4\uc640 \uc2e0\ub8b0\ub3c4\ub97c \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc815\ub9ac\ud558\uba74, \uc2e4\uc81c \uc0ac\ub840\ub97c \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \ub2e8\uc21c\ud55c \uae30\uc220\uc801 \ub3c4\uc785\uc744 \ub118\uc5b4, \uac01\uc885 \uc778\ud504\ub77c\uc640\uc758 \ud1b5\ud569, \ub370\uc774\ud130 \uc815\uc81c, \uadf8\ub9ac\uace0 \uc9c0\uc18d\uc801\uc778 \uc2dc\uc2a4\ud15c \uac1c\uc120\uc744 \ud1b5\ud574 \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\ub294 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\ub840 \uc5f0\uad6c\ub294 \uae30\uc220\uc801 \ub3c4\uc804\uacfc \ud574\uacb0 \ubc29\uc548\uc744 \uba85\ud655\ud788 \uc81c\uc2dc\ud558\uba70, \ud5a5\ud6c4 \ubc1c\uc804 \uac00\ub2a5\uc131\uc5d0 \ub300\ud55c \uadc0\uc911\ud55c \ucc38\uace0\uc790\ub8cc\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\uc758 \uc139\uc158\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc744 \ub354\uc6b1 \ubc1c\uc804\uc2dc\ud0a4\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uacfc \ubcf4\uc644\uc810\uc744 \uc911\uc2ec\uc73c\ub85c, \ubbf8\ub798\uc758 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc774 \ub098\uc544\uac00\uc57c \ud560 \ubc29\ud5a5\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \ub3c5\uc790\ub4e4\uc740 \uc2e4\uc81c \uad6c\ucd95 \uc0ac\ub840\ub97c \ud1b5\ud574 \uc804\ubc18\uc801\uc778 \uc2dc\uc2a4\ud15c \ud1b5\ud569 \ubc0f \uc6b4\uc601\uc5d0 \ud544\uc694\ud55c \ud575\uc2ec \uc694\uc18c\ub4e4\uc744 \uc0c1\uc138\ud788 \ud655\uc778\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"4-%ed%96%a5%ed%9b%84-%eb%b0%9c%ec%a0%84-%eb%b0%a9%ed%96%a5%ea%b3%bc-%ea%b2%b0%eb%a1%a0-%ec%98%88%ec%b8%a1-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9d%98-%eb%af%b8%eb%9e%98-%ec%a0%84%eb%a7%9d-WsdSDvJOkh\">4. \ud5a5\ud6c4 \ubc1c\uc804 \ubc29\ud5a5\uacfc \uacb0\ub860: \uc608\uce21 \uc2dc\uc2a4\ud15c\uc758 \ubbf8\ub798 \uc804\ub9dd<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \uc774\ubbf8 \ub9ce\uc740 \uae30\uc5c5\uc5d0\uc11c \uadf8 \ud6a8\uc6a9\uc744 \uc785\uc99d\ud558\uace0 \uc788\uc9c0\ub9cc, \uae09\ubcc0\ud558\ub294 IT \ud658\uacbd\uacfc \uae30\uc220 \ubc1c\uc804\uc5d0 \ub530\ub77c \uc55e\uc73c\ub85c \ub354\uc6b1 \ubc1c\uc804\ud560 \uc5ec\uc9c0\uac00 \ud07d\ub2c8\ub2e4. \ubcf8 \uc139\uc158\uc5d0\uc11c\ub294 \ud5a5\ud6c4 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc774 \ub098\uc544\uac00\uc57c \ud560 \ubc1c\uc804 \ubc29\ud5a5, \ucd5c\uc2e0 \ud2b8\ub80c\ub4dc, \uadf8\ub9ac\uace0 \ud5a5\ud6c4 \ub3c4\uc785\uc774 \uc608\uc0c1\ub418\ub294 \uae30\uc220\uc801 \uc694\uc18c\ub4e4\uc744 \uc885\ud569\uc801\uc73c\ub85c \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub17c\uc758\ub294 \ub2e8\uc21c\ud55c \uc774\ub860\uc801 \uace0\ucc30\uc744 \ub118\uc5b4 \uc2e4\ubb34\uc5d0 \uc801\uc6a9 \uac00\ub2a5\ud55c \uc804\ub7b5\uc801 \uac00\uc774\ub4dc\ub77c\uc778\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uccab\uc9f8, \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \uace0\ub3c4\ud654\uc640 \ud568\uaed8 \ubcf4\ub2e4 \uc815\uad50\ud558\uace0 \ub2e4\uce35\uc801\uc778 \uc608\uce21 \ubaa8\ub378\uc774 \ub4f1\uc7a5\ud560 \uc804\ub9dd\uc785\ub2c8\ub2e4. \uae30\uc874\uc758 \ub2e8\uc77c \ubaa8\ub378 \uae30\ubc18 \uc608\uce21\uc5d0\uc11c \ubc97\uc5b4\ub098, \uc559\uc0c1\ube14 \uae30\ubc95\uc774\ub098 \ud558\uc774\ube0c\ub9ac\ub4dc \ubaa8\ub378\uc744 \ub3c4\uc785\ud568\uc73c\ub85c\uc368, \uc7a5\uc560 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc744 \ubcf4\ub2e4 \uc815\ubc00\ud558\uac8c \uc608\uce21\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uc5f0\uad6c\ub4e4\uc740 \uc5ec\ub7ec \uc54c\uace0\ub9ac\uc998\uc744 \uacb0\ud569\ud55c \uc559\uc0c1\ube14 \ubaa8\ub378\uc774 \ub2e8\uc77c \ubaa8\ub378\ubcf4\ub2e4 \uc608\uce21 \uc815\ud655\ub3c4\uac00 \ub192\ub2e4\ub294 \uc810\uc744 \uc99d\uba85\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub458\uc9f8, \uc5e3\uc9c0 \ucef4\ud4e8\ud305(Edge Computing)\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc7a5\uc560 \uc608\uce21\uc774 \uac00\ub2a5\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 \uc911\uc559 \uc9d1\uc911\ud615 \uc2dc\uc2a4\ud15c\uacfc \ub2ec\ub9ac, \uc5e3\uc9c0 \ub514\ubc14\uc774\uc2a4\uc5d0\uc11c \uc9c1\uc811 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc7a5\uc560 \uc9d5\ud6c4\ub97c \ucd08\uae30\uc5d0 \ud0d0\uc9c0\ud558\ub294 \uae30\uc220\uc740 \uc9c0\uc5f0 \uc2dc\uac04 \uac10\uc18c\uc640 \ub192\uc740 \ubc18\uc751 \uc18d\ub3c4\ub97c \ubcf4\uc7a5\ud560 \uc218 \uc788\ub2e4\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ud2b9\ud788 IoT \ud658\uacbd\uc774\ub098 \ub300\uaddc\ubaa8 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ud070 \ud6a8\uacfc\ub97c \ubc1c\ud718\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc14b\uc9f8, \ube45\ub370\uc774\ud130 \uae30\uc220\uacfc\uc758 \uacb0\ud569\uc744 \ud1b5\ud55c \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ubd84\uc11d \ub2a5\ub825\uc774 \ub354\uc6b1 \uac15\ud654\ub420 \uac83\uc785\ub2c8\ub2e4. Apache Spark, Flink \ub4f1 \ucd5c\uc2e0 \ube45\ub370\uc774\ud130 \ubd84\uc11d \ud50c\ub7ab\ud3fc\uacfc \uc5f0\uacc4\ud558\uc5ec, \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1, \ucc98\ub9ac, \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \ud655\ubcf4\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \uc7a5\uc560 \ubc1c\uc0dd \uc804 \uc9d5\ud6c4\ub97c \ubcf4\ub2e4 \ubbfc\uac10\ud558\uac8c \uac10\uc9c0\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc744 \uc81c\uacf5\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ubcf4\uc548 \uce21\uba74\uc5d0\uc11c\ub3c4 \ubc1c\uc804\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4. \ub370\uc774\ud130 \ubcf4\uc548\uacfc \ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\ud638\uac00 \uc810\uc810 \ub354 \uc911\uc694\ud55c \uc774\uc288\ub85c \ub300\ub450\ub428\uc5d0 \ub530\ub77c, \uc608\uce21 \uc2dc\uc2a4\ud15c\uc5d0\ub3c4 \uc554\ud638\ud654 \uae30\uc220, \ube14\ub85d\uccb4\uc778 \uae30\ubc18 \ub370\uc774\ud130 \ubb34\uacb0\uc131 \uac80\uc99d, \uadf8\ub9ac\uace0 \uc811\uadfc \uc81c\uc5b4 \uccb4\uacc4 \ub4f1\uc774 \uc801\uadf9 \ub3c4\uc785\ub420 \uc804\ub9dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \uc2dc\uc2a4\ud15c\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\uace0, \ud574\ud0b9\uc774\ub098 \ub370\uc774\ud130 \uc720\ucd9c\uc5d0 \ub530\ub978 \ub9ac\uc2a4\ud06c\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ud55c\ud3b8, \uc608\uce21 \uc2dc\uc2a4\ud15c\uc774 \uc2e4\uc2dc\uac04 \ub300\uc751 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc790\uc728 \ubcf5\uad6c \uae30\ub2a5\uc744 \uac16\ucd94\ub294 \ubc29\ud5a5\uc73c\ub85c \ubc1c\uc804\ud560 \uac00\ub2a5\uc131\ub3c4 \ud07d\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc7a5\uc560\uac00 \uc608\uce21\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \uc11c\ube44\uc2a4 \ud658\uacbd\uc744 \uc7ac\uad6c\uc131\ud558\uac70\ub098, \uc11c\ubc84 \uac04\uc758 \ubd80\ud558 \ubd84\uc0b0 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \uc790\ub3d9 \ubcf5\uad6c \uc2dc\uc2a4\ud15c\uacfc \ud1b5\ud569\ub41c\ub2e4\uba74, \uc11c\ube44\uc2a4 \uc7a5\uc560\uc5d0 \ub300\ud55c \ub300\uc751 \uc2dc\uac04\uc744 \uadf9\uc801\uc73c\ub85c \ub2e8\ucd95\uc2dc\ud0ac \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc801 \ubc1c\uc804\uc740 \uc0dd\uc0b0\uc131\uacfc \uc0ac\uc6a9\uc790 \ub9cc\uc871\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610 \ub2e4\ub978 \ubc1c\uc804 \uc601\uc5ed\uc740 \uc0ac\uc6a9\uc790\uc758 \ud589\ub3d9 \ub370\uc774\ud130\ub97c \ubc18\uc601\ud55c \uc608\uce21 \ubaa8\ub378\uc758 \uace0\ub3c4\ud654\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc5d0 \uc0ac\uc6a9\uc790 \uc778\ud130\ub799\uc158 \ub370\uc774\ud130\ub97c \ucd94\uac00\ud568\uc73c\ub85c\uc368, \uc2e4\uc81c \uc11c\ube44\uc2a4 \uc774\uc6a9 \ud328\ud134\uacfc \uc7a5\uc560 \ubc1c\uc0dd \uac04\uc758 \uad00\uacc4\ub97c \ub354\uc6b1 \uc815\ubc00\ud558\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc6a9\uc790 \uacbd\ud5d8(UX) \uac1c\uc120\uacfc \uc11c\ube44\uc2a4 \uc6b4\uc601 \ud6a8\uc728\uc131 \uc99d\ub300\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uc73c\uba70, \uac1c\uc778\ud654\ub41c \ub300\uc751 \ubc29\uc548 \uc81c\uc2dc\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc\uc758 \ub3d9\ud5a5\uc744 \ubcf4\uba74, \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \uae30\uc220 \ubc0f \ucee8\ud14c\uc774\ub108 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ub3c4\uad6c (\uc608: Kubernetes)\uc640 \uacb0\ud569\ud55c \uba38\uc2e0\ub7ec\ub2dd \ud30c\uc774\ud504\ub77c\uc778\uc774 \uac01\uad11\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc758 \uc790\ub3d9 \ubc30\ud3ec, \uc2a4\ucf00\uc77c\ub9c1, \ubaa8\ub2c8\ud130\ub9c1\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc8fc\uba70, \uac1c\ubc1c \ubc0f \uc6b4\uc601 \ube44\uc6a9\uc744 \ud68d\uae30\uc801\uc73c\ub85c \uc808\uac10\ud560 \uc218 \uc788\ub294 \ubc29\uc548\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc608\uce21 \ubaa8\ub378\uc5d0 \ub300\ud55c \ud53c\ub4dc\ubc31 \ub8e8\ud504\ub97c \uac15\ud654\ud558\uc5ec, \uc2dc\uc2a4\ud15c\uc774 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud558\uace0 \uc801\uc751\ud558\ub294 \uc790\uc728 \uc9c0\ub2a5 \uc2dc\uc2a4\ud15c(Self-Adaptive System)\uc758 \uac1c\ub150\uc774 \uc790\ub9ac \uc7a1\uc744 \uac83\uc73c\ub85c \uc804\ub9dd\ub429\ub2c8\ub2e4. \uc774\ub294 \uc7a5\uc560 \uc9c4\ub2e8 \ubc0f \uc608\uce21 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc7a5\uc560 \ub300\uc751 \ud6c4 \ubcf5\uad6c \uacfc\uc815\uae4c\uc9c0\ub3c4 \uc804\ubc18\uc801\uc73c\ub85c \uc790\ub3d9\ud654\ub418\uc5b4, \uc7a5\uc560 \ub300\uc751 \uccb4\uacc4\uc758 \uc804\ubc18\uc801\uc778 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \ubc29\ud5a5\uc73c\ub85c \ubc1c\uc804\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc885\ud569\uc801\uc778 \uacb0\ub860\uc744 \ub0b4\ub9ac\uc790\uba74, \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc811\ubaa9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \ud5a5\ud6c4 IT \uc778\ud504\ub77c \uc6b4\uc601\uc758 \uc0c8\ub85c\uc6b4 \uae30\uc900\uc73c\ub85c \uc790\ub9ac\ub9e4\uae40\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c\ub294 \uc9c0\uc18d\uc801\uc778 \uae30\uc220 \uc5f0\uad6c\uc640 \ud568\uaed8, \uac01 \uc0b0\uc5c5\uc758 \ud2b9\uc131\uc5d0 \ub9de\ucd98 \ub9de\ucda4\ud615 \uc194\ub8e8\uc158 \uac1c\ubc1c\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ud5a5\ud6c4 \ubc1c\uc804 \ubc29\ud5a5\uc744 \uc815\ub9ac\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub2e4\uce35\uc801, \uc559\uc0c1\ube14 \uae30\ubc18 \uc608\uce21 \ubaa8\ub378 \ub3c4\uc785<\/li>\n<li>\uc5e3\uc9c0 \ucef4\ud4e8\ud305 \ubc0f \ubd84\uc0b0 \ub370\uc774\ud130 \ucc98\ub9ac \uae30\uc220 \uac15\ud654<\/li>\n<li>\ube45\ub370\uc774\ud130 \ud50c\ub7ab\ud3fc\uacfc\uc758 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9ac\ubc0d \uc5f0\uacc4<\/li>\n<li>\ubcf4\uc548 \ubc0f \ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\ud638 \uae30\uc220\uc758 \uc801\uadf9\uc801 \uc801\uc6a9<\/li>\n<li>\uc790\uc728 \ubcf5\uad6c \uae30\ub2a5 \ubc0f \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130 \ud1b5\ud569<\/li>\n<\/ul>\n<p>\uc774\ub7ec\ud55c \ubc1c\uc804 \ubc29\ud5a5\ub4e4\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc801 \uac1c\uc120\uc744 \ub118\uc5b4, \uc11c\ube44\uc2a4 \uc6b4\uc601 \ud6a8\uc728\uc131\uacfc \uace0\uac1d \ub9cc\uc871\ub3c4\ub97c \uadfc\ubcf8\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\ub294 \uc911\uc694\ud55c \uc694\uc18c\ub4e4\uc785\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc740 \uae30\uc220 \ub3c4\uc785 \ucd08\uae30 \ub2e8\uacc4\ubd80\ud130 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc \ud53c\ub4dc\ubc31\uc744 \ud1b5\ud574 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc744 \uc5c5\uadf8\ub808\uc774\ub4dc\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc7a5\uae30\uc801\uc778 \uc6b4\uc601 \uc804\ub7b5\uc744 \uc218\ub9bd\ud574\uc57c \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \uc218\ub3d9\uc801 \ubaa8\ub2c8\ud130\ub9c1\uc5d0\uc11c \ubc97\uc5b4\ub098, \uc120\uc81c\uc801\uc774\uace0 \uc608\uce21\uc801\uc778 \uc11c\ube44\uc2a4 \uc6b4\uc601 \uccb4\uacc4\ub97c \ub9c8\ub828\ud558\ub294 \ud575\uc2ec \uc218\ub2e8\uc785\ub2c8\ub2e4. \uace0\ub3c4\ud654\ub41c \ubd84\uc11d \uae30\uc220\uacfc \ucd5c\uc2e0 IT \uc778\ud504\ub77c\ub97c \uacb0\ud569\ud55c \uc774 \uc2dc\uc2a4\ud15c\uc740 \uc7a5\uc560 \ubc1c\uc0dd \uc804\uc5d0 \uc0ac\uc804 \uc870\uce58\ub97c \uac00\ub2a5\ud558\uac8c \ud558\uc5ec, \uae30\uc5c5\uc758 \uc548\uc815\uc801\uc778 \uc6b4\uc601\uacfc \ube44\uc6a9 \uc808\uac10\uc744 \ub3d9\uc2dc\uc5d0 \uc2e4\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\uc758 IT \uc0dd\ud0dc\uacc4\ub294 \uc608\uce21 \uae30\uc220\uacfc \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uacb0\ud569\ub41c \uc9c0\ub2a5\ud615 \uc6b4\uc601 \ud658\uacbd\uc73c\ub85c \ube60\ub974\uac8c \uc804\ud658\ub420 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c, \uac01 \uae30\uc5c5\uc740 \ucd5c\uc2e0 \ud2b8\ub80c\ub4dc\uc640 \uae30\uc220 \ub3d9\ud5a5\uc744 \uc8fc\uc2dc\ud558\uba70, \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \ud22c\uc790\ub97c \ud1b5\ud574 \ubbf8\ub798\uc758 \ubcc0\ud654\uc5d0 \ub2a5\ub3d9\uc801\uc73c\ub85c \ub300\uc751\ud574\uc57c \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ubcf8 \uae30\uc0ac\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc811\ubaa9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \uc0ac\ub840\ub97c \uc911\uc2ec\uc73c\ub85c, \ub370\uc774\ud130 \uc218\uc9d1, \ubaa8\ub378 \uac1c\ubc1c, \uc2dc\uc2a4\ud15c \ud1b5\ud569, \uadf8\ub9ac\uace0 \ud5a5\ud6c4 \ubc1c\uc804 \ubc29\ud5a5\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uac8c \ubd84\uc11d\ud558\uc600\uc2b5\ub2c8\ub2e4. \uac01 \uc139\uc158\uc5d0\uc11c \uc81c\uc2dc\ud55c \uad6c\uccb4\uc801\uc778 \uc0ac\ub840\uc640 \ud1b5\uacc4 \uc790\ub8cc, \uadf8\ub9ac\uace0 \ucf54\ub4dc \uc608\uc81c\ub97c \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc740 \uc2e4\uc81c \ud604\uc7a5\uc5d0\uc11c \uc801\uc6a9 \uac00\ub2a5\ud55c \ub2e4\uc591\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uc744 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc885\ud569\uc801\uc778 \ub17c\uc758\ub294 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c \ub3c4\uc785\uacfc \uc6b4\uc601\uc5d0 \uc788\uc5b4\uc11c \ud558\ub098\uc758 \uac15\ub825\ud55c \uac00\uc774\ub4dc\ub77c\uc778\uc744 \uc81c\uc2dc\ud558\uba70, \ud5a5\ud6c4 \uae30\uc5c5\ub4e4\uc774 \ubcf4\ub2e4 \uc548\uc815\uc801\uc778 \uc11c\ube44\uc2a4 \uc6b4\uc601 \ud658\uacbd\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc694\uc57d\ud558\uba74, \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \uc7a5\uc560 \ubc1c\uc0dd\uc744 \uc0ac\uc804\uc5d0 \ud0d0\uc9c0\ud558\uace0, \uc2e0\uc18d\ud55c \ub300\uc751 \uccb4\uacc4\ub97c \ub9c8\ub828\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uc758 \uc6b4\uc601 \uc548\uc815\uc131 \ubc0f \uace0\uac1d \ub9cc\uc871\ub3c4\ub97c \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \ud601\uc2e0\uc801 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc9c0\uc18d\uc801\uc778 \uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8, \ubcf4\ub2e4 \uc815\uad50\ud55c \uc608\uce21 \ubc0f \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc758 \uad6c\ucd95\uc774 \uc774\ub8e8\uc5b4\uc9c8 \uac83\uc774\uba70, \uc774\ub294 \uc804\ubc18\uc801\uc778 IT \uc778\ud504\ub77c\uc758 \ubbf8\ub798\ub97c \uc7ac\uc815\uc758\ud558\ub294 \uc911\uc694\ud55c \uacc4\uae30\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubcf8 \uae30\uc0ac\uc758 \uacb0\ub860\uc740 \uac04\ub2e8\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc811\ubaa9\ud55c \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc801 \uc720\ud589\uc774 \uc544\ub2c8\ub77c, \uae30\uc5c5 \uacbd\uc7c1\ub825\uc744 \uc88c\uc6b0\ud558\ub294 \ud544\uc218 \uc804\ub7b5\uc784\uc744 \ubd84\uba85\ud788 \ud558\uace0, \ud5a5\ud6c4 IT \uc5c5\uacc4\uc758 \ud575\uc2ec \ub3d9\ub825\uc73c\ub85c \uc790\ub9ac \uc7a1\uc744 \uac83\uc774\ub77c\ub294 \uc810\uc744 \uac15\uc870\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc774, \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc758 \ub3c4\uc785 \ubc0f \ubc1c\uc804\uc740 \ub2e8\uae30\uc801\uc778 \uc7a5\uc560 \uac10\uc18c \ud6a8\uacfc\ub97c \ub118\uc5b4, \uc7a5\uae30\uc801\uc778 \ube44\uc6a9 \uc808\uac10, \uc6b4\uc601 \ud6a8\uc728\uc131 \uc99d\ub300, \uadf8\ub9ac\uace0 \uace0\uac1d \ub9cc\uc871\ub3c4 \ud5a5\uc0c1\uc744 \uac00\uc838\uc62c \uac83\uc774\uba70, \uc774\ub294 \uacb0\uad6d IT \uc0b0\uc5c5 \uc804\ubc18\uc758 \ud601\uc2e0\uc744 \ucd09\uc9c4\ud558\ub294 \uc6d0\ub3d9\ub825\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc7a5\uc560 \uc608\uce21 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \uc0ac\ub840\ub85c, \uc7a5\uc560 \uc0ac\uc804 \uac10\uc9c0\uc640 \uc2e0\uc18d \ub300\uc751\uc744 \ud1b5\ud574 \uc548\uc815\uc801 \uc11c\ube44\uc2a4 \uc6b4\uc601\uc744 \uc2e4\ud604\ud55c \ud601\uc2e0\uc801 \uc194\ub8e8\uc158\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"author":1,"featured_media":33704,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1957],"tags":[2119,2584,3723],"class_list":["post-55999","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-development","tag-api","tag-system","tag-unit"],"acf":[],"_links":{"self":[{"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/posts\/55999","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/comments?post=55999"}],"version-history":[{"count":1,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/posts\/55999\/revisions"}],"predecessor-version":[{"id":56002,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/posts\/55999\/revisions\/56002"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/media\/33704"}],"wp:attachment":[{"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/media?parent=55999"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/categories?post=55999"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/tags?post=55999"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}