{"id":3764,"date":"2021-04-16T10:29:15","date_gmt":"2021-04-16T01:29:15","guid":{"rendered":"http:\/\/blog.tason.com\/wordpress\/?p=3764"},"modified":"2021-04-16T15:16:40","modified_gmt":"2021-04-16T06:16:40","slug":"2021%eb%85%84-%ed%8f%ac%eb%b8%8c%ec%8a%a4%ec%a7%80-%ec%84%a0%ec%a0%95-ai-%ed%8a%b8%eb%a0%8c%eb%93%9c-ml%ec%98%b5%ec%8a%a4","status":"publish","type":"post","link":"https:\/\/blog.tason.com\/wordpress\/2021%eb%85%84-%ed%8f%ac%eb%b8%8c%ec%8a%a4%ec%a7%80-%ec%84%a0%ec%a0%95-ai-%ed%8a%b8%eb%a0%8c%eb%93%9c-ml%ec%98%b5%ec%8a%a4\/","title":{"rendered":"2021\ub144 \ud3ec\ube0c\uc2a4\uc9c0 \uc120\uc815 AI \ud2b8\ub80c\ub4dc, MLOps"},"content":{"rendered":"\n

‘\uc778\uacf5\uc9c0\ub2a5(AI)’\uc774 \uac00\ud30c\ub974\uac8c \uc131\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. COVID-19 \uc704\ud5d8\uc131\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc778\uacf5\uc9c0\ub2a5\uc740 \ub354 \uc774\uc0c1 \uc120\ud0dd \uc0ac\ud56d\uc774 \uc544\ub2c8\ub77c \ud544\uc218\uc801\uc778 \uc694\uc18c\uac00 \ub418\uc5c8\uace0, \uc138\uacc4 \uc704\uae30\ub294 \u201c\uc778\uacf5 \uc9c0\ub2a5\u201d\uc774 \ub354 \ube60\ub978 \uc18d\ub3c4\ub85c \uc131\uc7a5\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub85c \uc791\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc740 \uc1fc\ud551\uc5d0\uc11c \uc5d4\ud130\ud14c\uc778\uba3c\ud2b8 \uadf8\ub9ac\uace0 \ubc45\ud0b9\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uc804 \uc138\uacc4 \uc0b0\uc5c5\uc744 \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4\ub97c \uc9c0\uc6d0\ud558\ub294 \uac83\uc5d0 \uadf8\uce58\uc9c0 \uc54a\uace0, \ube44\uc988\ub2c8\uc2a4\uc758 \ubaa8\ub4e0 \ubd80\ubd84\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uad6c\uc131 \uc694\uc18c\uac00 \ub418\uc5c8\uace0, \uae30\uc5c5\uc740 \uc778\uacf5 \uc9c0\ub2a5\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \ub9e4\uccb4\uc758 \uace0\uac1d\ub4e4\uacfc \uc0c1\ud638 \uad50\ub958\ud558\uae30\ub97c \uc2dc\ub3c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\ub7ec\ud55c \uc778\uacf5 \uc9c0\ub2a5\uc740 \uc9c0\uc18d\uc801\uc778 \uc5c5\ub370\uc774\ud2b8\ub97c \ud1b5\ud574 \uace0\uac1d\uc774 \uacc4\uc18d\ud574\uc11c \uc0ac\uc6a9\ud558\uace0 \ub354 \ub9cc\uc871\ud560 \uc218 \uc788\ub3c4\ub85d \ubc1c\uc804\ud574\uac00\ub294\ub370\uc694<\/p>\n\n\n\n

\ub514\uc9c0\uceec \ub9c8\ucf00\ud305 \uc804\ubb38\uae30\uc5c5 \ud734\uba38\uc2a4\uc628<\/strong>\uc740 \ucd5c\uadfc MLOps\ub97c \ub3c4\uc785\ud574 \uc778\uacf5\uc9c0\ub2a5 \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uc744 \uad6c\ucd95\ud574 \ub098\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5 \uc0c1\ud488 \ucd94\ucc9c, \uc778\uacf5\uc9c0\ub2a5 \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \ucd5c\uc801\ud654, \uc778\uacf5\uc9c0\ub2a5 \uad11\uace0 \uc9d1\ud589 \uc790\ub3d9\ud654 \ub4f1 \uace0\uac1d\uc758 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud574 \ucd5c\uc801\uc758 \ub9de\ucda4\ud615 \uac1c\uc778\ud654 \ub9c8\ucf00\ud305\uc744 \uc81c\uacf5\ud558\ub294 \uac83\uc774 \uc7a5\uae30\uc801\uc778 \ubaa9\ud45c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

MLOps\ub780? \uae30\ud68d\uc5d0\uc11c \uac1c\ubc1c, \uc6b4\uc6a9\uae4c\uc9c0
\ube44\uc988\ub2c8\uc2a4 \uc18d\ub3c4\uc5d0 \ub9de\ucdb0 ML\ub85c \uace0\uc18d \ucc98\ub9ac\ud558\ub294 \uae30\ubc95<\/h1>\n\n\n\n

\uc790\uccb4 \ubcf4\uc720\ud55c \ud575\uc2ec AI \uc54c\uace0\ub9ac\uc998\uc5d0 \ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc2dc\ud0a4\ub294 \uac83\uc740 \uc2dc\uac04\uacfc \ube44\uc6a9 \ubaa8\ub450 \uc0c1\ub2f9\ud788 \ud544\uc694\ud55c \uc791\uc5c5\uc77c \uac83\uc785\ub2c8\ub2e4. MLOps\ub294 \uba38\uc2e0 \ub7ec\ub2dd(ML: Machine Learning)\uacfc \uc6b4\uc601(Ops: Operation)\uc774 \ud569\uccd0\uc9c4 \ud45c\ud604\uc73c\ub85c, \uac1c\uc778 \ub370\uc774\ud130 \ubd84\uc11d, \ucc98\ub9ac, \ud559\uc2b5, \uc608\uce21 \uacb0\uacfc\ub97c \uc11c\ube44\uc2a4\uc5d0 \uc801\uc6a9\ud558\ub294 \uc804\ubc18\uc801\uc778 \ud504\ub85c\uc138\uc2a4\ub97c \ub73b\ud569\ub2c8\ub2e4. \uc544\ub798\uc758 \uadf8\ub9bc\uacfc \uac19\uc774 MLOps\ub294 CI(Continuous Integration, \uc9c0\uc18d\uc801 \ud1b5\ud569), CD(Continuous Deployment, \uc9c0\uc18d\uc801 \ubc30\ud3ec)\ub97c \uc790\ub3d9\ud654\ud574 \uc0c8\ub85c\uc6b4 \uc544\uc774\ub514\uc5b4\ub97c \ube60\ub974\uac8c \uc0b4\ud3b4\ubcf4\uace0, \ud574\ub2f9 \uc544\uc774\ub514\uc5b4\ub97c \uad6c\ud604, \uc0c8 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc131\uc694\uc18c\ub97c \ub300\uc0c1 \ud658\uacbd\uc5d0 \uc790\ub3d9\uc73c\ub85c \ube4c\ub4dc, \ud14c\uc2a4\ud2b8, \ubc30\ud3ec\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

MLOps\ub294 \uba38\uc2e0 \ub7ec\ub2dd\uacfc \ub2e4\ub974\uac8c, \ubaa8\ub4e0 \ube44\uc988\ub2c8\uc2a4 \ubb38\uc81c\ub97c \uc9c1\uc811 \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \ub300\ud55c \ud22c\uc790\uac00 \uc2e4\uc9c8\uc801\uc778 \uac00\uce58 \ucc3d\ucd9c\ub85c \uc774\uc5b4\uc9c0\ub294\ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

MLOps\ub294
\ub9c8\ucf00\ud305\uc5d0 \uc5b4\ub5a4 \ub3c4\uc6c0\uc744 \uc904\uae4c\uc694?<\/h1>\n\n\n\n

\ub9c8\ucf00\ud130 \ubd84\ub4e4 \ub300\ubd80\ubd84 \ud0c0\uac9f\uc5d0\uac8c A\ubc84\uc83c \ub610\ub294 B\ubc84\uc83c\uc744 \uc120\ubcf4\uc774\uace0 \ub354 \uc88b\uc740 \ubc18\uc751\uc774 \ub098\uc624\ub294 \ubc84\uc83c\uc774 \ubb34\uc5c7\uc778\uc9c0\ub97c \ud14c\uc2a4\ud2b8\ud558\ub294 A\/B\ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud558\uc2e4 \uac81\ub2c8\ub2e4. MLOps\ub97c \ud65c\uc6a9\ud55c\ub2e4\uba74 A\/B\ud14c\uc2a4\ud2b8\ub97c \uac74\ub9c8\ub2e4 \uc6b4\uc601\ud574\ubcf4\ub294 \uac83\uc774 \uc544\ub2cc \ub3d9\uc2dc \ub2e4\ubc1c\uc801\uc73c\ub85c, \ubcd1\ub82c\uc801\uc73c\ub85c \uc6b4\uc601\ud574 \ub098\uc628 \ubc18\uc751\uc744 \ud655\uc778\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub610\ub294 \uc885\ud569 \uc1fc\ud551\ubab0\uc778 A\uc0ac\uc5d0\uc11c \ud65c\uc6a9\ud55c \uace0\uac1d \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud574, \uc804\ubb38 \uc1fc\ud551\ubab0\uc778 B\uc0ac\uc5d0\uc11c \uace0\uac1d\ub4e4\uc5d0\uac8c \ub9de\ucda4\ud615 \ub9c8\ucf00\ud305\uc744 \uc9c4\ud589\ud558\ub824\uace0 \ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uac00 \uc788\uc9c0\ub9cc \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud574\uc57c \ud560\uc9c0\uc5d0 \ub300\ud55c \uc2e4\ud5d8\uc774 \ud544\uc694\ud560 \ub54c, MLOps\ub294 \uc5b4\ub5a4 \ub370\uc774\ud130\uac00 \uc6b0\ub9ac \uace0\uac1d\uacfc \uc5bc\ub9c8\ub098 \uc798 \ub9e4\uce6d\ub420\uc9c0 \ub2e8\uae30\uac04\uc5d0 \ucc3e\uc544\ub0bc \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.

\ub3d9\uc77c\ud55c \uac00\uc0c1 \ud658\uacbd\uc744 \ub2e4\uc218 \uc124\uc815\ud558\uace0, \uc6d0\ud558\ub294 \ubc18\uc751\uc774 \ub098\uc624\ub294 \ucd5c\uc801\uc758 \uc218\ub97c \ub2e8\uae30\uac04\uc5d0 \ubf51\uc544\ub0bc \uc218 \uc788\ub294 \uac83\uc774\uc9c0\uc694.<\/p>\n\n\n\n

\uc774\ucee4\uba38\uc2a4 \uc2dc\uc7a5\uc774 \ucee4\uc9c0\uba74\uc11c \ub2e4\uc591\ud55c \uc0ac\uc774\ud2b8\uc758 \uaddc\ubaa8 \ub610\ud55c \ub369\ub2ec\uc544 \ucee4\uc838\uc654\uc2b5\ub2c8\ub2e4. \uc0ac\uc774\ud2b8 \uaddc\ubaa8\uc640 \uac1c\uc218\uac00 \ub2e4\uc591\ud574\uc9c0\uba74\uc11c \uc77c\uc77c\uc774 \uc9c1\uc811 \uad00\uc5ec\ud558\ub294 \uac83\uc5d0\ub294 \ud55c\uacc4\uc131\uc774 \ub450\ub4dc\ub7ec\uc9c0\uace0 \uc788\uc9c0\uc694. \ucd5c\ub300\ud55c \uc9e7\uc740 \uae30\uac04 \uc548\uc5d0 \uc544\uc774\ub514\uc5b4\ub97c \ud504\ub85c\ub355\uc158\uc73c\ub85c \ubc30\ud3ec\ud558\uace0, \ucd5c\uc18c\ud55c\uc758 \uc704\ud5d8 \ubd80\ub2f4\uc73c\ub85c \uc2dc\uc7a5\uc5d0 \ucd9c\uc2dc\ud560 \uc218 \uc788\ub3c4\ub85d \uae30\uc220\uc801 \ub9c8\ucc30\uc744 \uc904\uc774\ub294 \uac83\uc740 \uace7 \ubc14\uc05c \ud604\ub300\uc778\uc758 \uc2dc\uac04\uc744 \ub418\ucc3e\ub294 \uac83\uacfc \uac19\uc740 \uc77c\uc77c \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \uc804\ubb38 \uae30\uc5c5 \ud734\uba38\uc2a4\uc628<\/strong>\uc740 MLOps\ub97c \ud65c\uc6a9\ud574 AI \uc0c1\ud488\ucd94\ucc9c \ucea0\ud398\uc778\uc744 \uc120\ubcf4\uc778 \ubc14 \uc788\uc2b5\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud574 \uc9c1\uc811\uc801\uc778 \ub9c8\ucf00\ud305 \uad00\ub9ac\ub97c \ucd5c\uc18c\ud654\ud558\uace0, \uace0\uac1d \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud574 \ub9de\ucda4\ud615 \ub9c8\ucf00\ud305, \ub9de\ucda4\ud615 \uc11c\ube44\uc2a4\ub97c \ubcf4\ub2e4 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \ub098\uc544\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc220\uacfc \uc11c\ube44\uc2a4 \uac1c\ubc1c\uc5d0 \ud22c\uc790\ub97c \uc544\ub07c\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uafb8\uc900\ud55c \uae30\uc220 \ud22c\uc790\uc640 \uac1c\ubc1c\uc774\uc57c \ub9d0\ub85c \uace0\uac1d\uc5d0\uac8c \ub354 \ub098\uc740 \ub9c8\ucf00\ud305 \uacbd\ud5d8\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\ub2e4\uace0 \ubbff\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

<\/p>\n\n\n\n

1\ub4f1 \uae30\uc5c5\uc774 \uc120\ud0dd\ud558\ub294 \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc \ud734\uba38\uc2a4\uc628!
\uafb8\uc900\ud55c \uae30\uc220 \ud22c\uc790\uc640 \uac1c\ubc1c\uc774\uc57c \ub9d0\ub85c \uace0\uac1d\uc5d0\uac8c \ub354 \ub098\uc740 \ub9c8\ucf00\ud305 \uacbd\ud5d8\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\ub2e4\uace0 \ubbff\uc2b5\ub2c8\ub2e4.<\/h4>\n\n\n\n

<\/p>\n\n\n\n

\n
\uc778\uacf5\uc9c0\ub2a5 \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc \uc54c\uc544\ubcf4\uae30<\/span><\/strong><\/a><\/div>\n<\/div>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

‘\uc778\uacf5\uc9c0\ub2a5(AI)’\uc774 \uac00\ud30c\ub974\uac8c \uc131\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. COVID-19 \uc704\ud5d8\uc131\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc778\uacf5\uc9c0\ub2a5\uc740 \ub354 \uc774\uc0c1 \uc120\ud0dd \uc0ac\ud56d\uc774 \uc544\ub2c8\ub77c \ud544\uc218\uc801\uc778 \uc694\uc18c\uac00 \ub418\uc5c8\uace0, \uc138\uacc4 \uc704\uae30\ub294 \u201c\uc778\uacf5 \uc9c0\ub2a5\u201d\uc774 \ub354 \ube60\ub978 \uc18d\ub3c4\ub85c \uc131\uc7a5\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub85c \uc791\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc740 \uc1fc\ud551\uc5d0\uc11c \uc5d4\ud130\ud14c\uc778\uba3c\ud2b8 \uadf8\ub9ac\uace0 \ubc45\ud0b9\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uc804 \uc138\uacc4 \uc0b0\uc5c5\uc744 \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4\ub97c \uc9c0\uc6d0\ud558\ub294 \uac83\uc5d0 \uadf8\uce58\uc9c0 \uc54a\uace0, \ube44\uc988\ub2c8\uc2a4\uc758 \ubaa8\ub4e0 \ubd80\ubd84\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uad6c\uc131 \uc694\uc18c\uac00 \ub418\uc5c8\uace0, \uae30\uc5c5\uc740 \uc778\uacf5 … Read more<\/a><\/p>\n","protected":false},"author":4,"featured_media":3766,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[49],"tags":[],"_links":{"self":[{"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/posts\/3764"}],"collection":[{"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/comments?post=3764"}],"version-history":[{"count":8,"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/posts\/3764\/revisions"}],"predecessor-version":[{"id":3780,"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/posts\/3764\/revisions\/3780"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/media\/3766"}],"wp:attachment":[{"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/media?parent=3764"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/categories?post=3764"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.tason.com\/wordpress\/wp-json\/wp\/v2\/tags?post=3764"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}