{"id":2021,"date":"2019-08-26T12:56:18","date_gmt":"2019-08-26T17:56:18","guid":{"rendered":"http:\/\/skimai.com\/?p=2021"},"modified":"2024-05-20T07:38:40","modified_gmt":"2024-05-20T12:38:40","slug":"%ec%8b%a4%ec%8b%9c%ea%b0%84-%ec%83%9d%ec%82%b0-%eb%aa%a8%eb%8d%b8","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/real-time-production-models\/","title":{"rendered":"\uc2e4\uc2dc\uac04 \ud504\ub85c\ub355\uc158 \ubaa8\ub378 - \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc640 \uc5b4\ub5bb\uac8c \ub2e4\ub978\uac00\uc694?"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ko\/real-time-production-models\/#Real-time_production_models_%E2%80%93_How_do_they_differ_from_benchmark_tests\" >\uc2e4\uc2dc\uac04 \ud504\ub85c\ub355\uc158 \ubaa8\ub378 - \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc640 \uc5b4\ub5bb\uac8c \ub2e4\ub978\uac00\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ko\/real-time-production-models\/#What_are_Real-Time_Production_Models_and_Benchmark_Tests\" >\uc2e4\uc2dc\uac04 \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uacfc \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ko\/real-time-production-models\/#1_Data_Needs_%E2%80%93_What_Data_Is_Required_for_Real-Time_Production_Models\" >1. \ub370\uc774\ud130 \uc694\uad6c \uc0ac\ud56d - \uc2e4\uc2dc\uac04 \uc0dd\uc0b0 \ubaa8\ub378\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ko\/real-time-production-models\/#2_Data_Tuning_%E2%80%93_How_is_Training_Data_Collected_for_Production_Models\" >2. \ub370\uc774\ud130 \ud29c\ub2dd - \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc5d0 \ub300\ud55c \ud559\uc2b5 \ub370\uc774\ud130\ub294 \uc5b4\ub5bb\uac8c \uc218\uc9d1\ub418\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ko\/real-time-production-models\/#3_Data_Imbalance_%E2%80%93_How_Can_the_Right_Training_Data_be_Selected_for_Real-Time_Production_Models\" >3. \ub370\uc774\ud130 \ubd88\uade0\ud615 - \uc2e4\uc2dc\uac04 \uc0dd\uc0b0 \ubaa8\ub378\uc5d0 \uc801\ud569\ud55c \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uc5b4\ub5bb\uac8c \uc120\ud0dd\ud560 \uc218 \uc788\uc744\uae4c\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ko\/real-time-production-models\/#4_New_Vocabularies_%E2%80%93_How_is_Training_Data_Applied_Across_Different_Production_Models\" >4. \uc0c8\ub85c\uc6b4 \uc5b4\ud718 - \ud6c8\ub828 \ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc5d0 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ub418\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ko\/real-time-production-models\/#5_Time_Latency_%E2%80%93_How_Long_Do_Production_Models_Take_to_Run\" >5. \uc2dc\uac04 \uc9c0\uc5f0 - \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc744 \uc2e4\ud589\ud558\ub294 \ub370 \uac78\ub9ac\ub294 \uc2dc\uac04\uc740 \uc5bc\ub9c8\ub098 \ub418\ub098\uc694?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"Real-time_production_models_%E2%80%93_How_do_they_differ_from_benchmark_tests\"><\/span>\uc2e4\uc2dc\uac04 \ud504\ub85c\ub355\uc158 \ubaa8\ub378 - \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc640 \uc5b4\ub5bb\uac8c \ub2e4\ub978\uac00\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>        <h1><span class=\"ez-toc-section\" id=\"What_are_Real-Time_Production_Models_and_Benchmark_Tests\"><\/span>\uc2e4\uc2dc\uac04 \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uacfc \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h1>      \n    \uc2e4\uc2dc\uac04 \uc0dd\uc0b0 \ubaa8\ub378\uc740 \uc0ac\uc6a9\uc790\uac00 \uc0dd\uc0b0 \uc911\uc5d0 \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \uac00\uc9c0\uace0 \ud604\uc7ac \uc0dd\uc0b0 \ub2a5\ub825\uc744 \ubd84\uc11d\ud558\uace0 \ubbf8\ub798\uc758 \uc0dd\uc0b0 \uacb0\uacfc\ub97c \uc608\uce21\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774\ub294 \uc0dd\uc0b0\uc744 \ucd5c\uc801\ud654\ud558\uace0 '\ucd9c\uc2dc \uc804' \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud55c \ubaa8\ub378\ub85c, \uc989 \uc131\ub2a5 \uc608\uce21 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc0dd\uc0b0 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \ud615\ud0dc\ub97c \ucde8\ud558\uc9c0\ub9cc, \ucd5c\uadfc \uc778\uae30\ub97c \uc5bb\uace0 \uc788\ub294 \uc0dd\uc0b0 \ubaa8\ub378\ub9c1 \ubc29\ubc95 \uc911 \ud558\ub098\ub294 \uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uacfc\uac70 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud55c \ub2e4\uc74c \uacfc\uac70 \ub370\uc774\ud130\uc5d0\uc11c \uc5bb\uc740 \uad50\ud6c8\uc5d0 \ube44\ucd94\uc5b4 \ud604\uc7ac \uc0dd\uc0b0 \uc0c1\ud0dc\ub97c \ud3c9\uac00\ud558\uace0 \uc608\uce21\ud568\uc73c\ub85c\uc368 \uc0dd\uc0b0 \ubaa8\ub378\uc744 \ub9cc\ub4ed\ub2c8\ub2e4.\u00a0<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\uc774 \uae00\uc5d0\uc11c\ub294 \ud14d\uc2a4\ud2b8 \ubd84\uc11d\uc744 \uc704\ud55c \uba38\uc2e0 \ub7ec\ub2dd\uc774\ub77c\ub294 \uc0dd\uc0b0 \ubaa8\ub378\uc758 \uc608\ub97c \uc0b4\ud3b4\ubcfc \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\ud615\uc758 \uba38\uc2e0 \ub7ec\ub2dd \uc0dd\uc0b0 \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ud615\ud0dc\ub97c \ucde8\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc0dd\uc0b0 \ud504\ub85c\uc138\uc2a4: \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\uc11d, \uc989 \uae30\uc0ac.<\/li>\n<li>\uc0dd\uc0b0 \uc81c\ud488\/\ucd9c\ub825\ubb3c: \uac00\uc7a5 \ub9ce\uc740 \uac83\uc744 \uac04\uacb0\ud558\uac8c \uc694\uc57d\ud55c \uac83<br \/>\uae30\uc0ac\uc5d0\uc11c \uc911\uc694\ud55c \uc0ac\uc2e4\uc744 \ud655\uc778\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud504\ub85c\ub355\uc158 \ubaa8\ub378: \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud558\uc5ec<br \/>\uae30\uc0ac.<\/li>\n<\/ul>\n<p>\uc774 \uc0dd\uc0b0 \ubaa8\ub378\uc740 \uacfc\uac70 \uae30\uc0ac\uc5d0\uc11c \uad00\ub828 \uc815\ubcf4\ub97c \ud559\uc2b5\ud55c \ub2e4\uc74c \uc774 \ud559\uc2b5\ud55c \uc815\ubcf4\ub97c \uc801\uc6a9\ud558\uc5ec \uc0c8 \uae30\uc0ac\ub97c \uc694\uc57d\ud569\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc0dd\uc0b0 \ubaa8\ub378\uacfc \ub2ec\ub9ac \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\ub294 \uc0dd\uc0b0\uc758 \ucd5c\uc885 \uacb0\uacfc\ubb3c\uc744 \uc18c\uae09\ud558\uc5ec \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc0dd\uc0b0 \ud504\ub85c\uc138\uc2a4\uc640 \ucd5c\uc885 \uc81c\ud488\uc5d0 \ub300\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc774 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud45c\uc900 \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub97c \uc2e4\ud589\ud558\uc5ec \uc81c\ud488 \ud488\uc9c8\uacfc \uc131\ub2a5\uc744 \uacb0\uc815\ud569\ub2c8\ub2e4. \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\ub294 \ub2e4\ub978 \ud68c\uc0ac\uc758 \uc720\uc0ac \uc81c\ud488\uc744 \"\ub2a5\uac00\"\ud558\uac70\ub098 \uc774\uc804 \uc131\ub2a5 \ubca4\uce58\ub9c8\ud06c\ub97c \ub2a5\uac00\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\ub294 \uacbd\uc7c1 \uae30\ubc18 \ud14c\uc2a4\ud2b8\uc774\uba70, \"\ucd9c\uc2dc \ud6c4\" \uc131\ub2a5\uc744 \uce21\uc815\ud569\ub2c8\ub2e4.<\/p>\n<p>\ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ud504\ub85c\ub355\uc158 \uc804\ubc18\uc5d0 \uac78\uccd0 \ubbf8\ub9ac \uc815\ud574\uc9c4 \uc2dc\uac04\uc5d0 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubc18\ubcf5 \uac00\ub2a5\ud55c \ub370\uc774\ud130 \uc218\uc9d1 - \ubaa8\ub4e0 \ud504\ub85c\ub355\uc158\uacfc \uc81c\ud488\uc5d0 \ub300\ud574 \ub3d9\uc77c\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc0ac\uc804 \uc815\uc758\ub41c \ud45c\uc900\ud654\ub41c \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li>\ucd5c\uc885 \uc81c\ud488\uc5d0 \uc810\uc218\ub97c \ub9e4\uae30\uace0 \uc774 \uc810\uc218\ub97c \ub2e4\ub978 \uc81c\ud488\uacfc \ube44\uad50\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc640 \uc0dd\uc0b0 \ubaa8\ub378\uc758 \uc804\ubc18\uc801\uc778 \uc8fc\uc694 \ucc28\uc774\uc810\uc740 \"\ub0b4 \uc81c\ud488\uc774 \ub2e4\ub978 \uc81c\ud488\uacfc \ube44\uad50\ud558\uc5ec \uc5bc\ub9c8\ub098 \uc798 \uc791\ub3d9\ud588\ub294\uac00\"\uc640 \"\ucd5c\uc0c1\uc758 \uc81c\ud488\uc744 \uc0dd\uc0b0\ud558\uae30 \uc704\ud574 \ud604\uc7ac \uc0dd\uc0b0\uc744 \uc5b4\ub5bb\uac8c \ucd5c\uc801\ud654\ud560 \uc218 \uc788\ub294\uac00\"\ub77c\ub294 \uc9c8\ubb38\uc758 \ucc28\uc774\uc785\ub2c8\ub2e4.        <\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_Data_Needs_%E2%80%93_What_Data_Is_Required_for_Real-Time_Production_Models\"><\/span>1. \ub370\uc774\ud130 \uc694\uad6c \uc0ac\ud56d - \uc2e4\uc2dc\uac04 \uc0dd\uc0b0 \ubaa8\ub378\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>    <p>\uc798 \uac1c\ubc1c\ub418\uace0 \ud6c8\ub828\ub41c \uc0dd\uc0b0 \ubaa8\ub378\uc740 \ub9ce\uc740 \uc774\uc810\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc, \uc774\ub7ec\ud55c \ubaa8\ub378\ub3c4 \uc27d\uac8c \ud574\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc81c\ub300\ub85c \uac1c\ubc1c\ub418\uc9c0 \uc54a\uc740 \ubaa8\ub378\uc740 \uc624\ud574\uc758 \uc18c\uc9c0\uac00 \uc788\uac70\ub098 \ud3b8\ud5a5\ub418\uac70\ub098 \uc2ec\uc9c0\uc5b4 \ub9d0\ub3c4 \uc548 \ub418\ub294 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud560 \uac00\ub2a5\uc131\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc0dd\uc0b0 \ubaa8\ub378\uc758 \ud488\uc9c8\uc744 \uacb0\uc815\ud558\ub294 \uacb0\uc815\uc801\uc778 \uc694\uc18c\ub294 \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc785\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uc791\ud560 \ub54c \uac00\uc7a5 \uc911\uc694\ud55c \uc9c8\ubb38\uc740 \ud56d\uc0c1 \ubaa8\ub378\uc744 \uc801\uc808\ud558\uac8c \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub370 \ud544\uc694\ud55c \ub370\uc774\ud130\uc758 \uc885\ub958\uc640 \uc591\uc774 \uc5bc\ub9c8\uc778\uac00 \ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<br \/><br \/><\/code><\/pre>\n<p>\ud14d\uc2a4\ud2b8 \ubd84\uc11d\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub530\ub77c \uad50\uc721\uc5d0 \ud544\uc694\ud55c \uae30\uc0ac, \uc989 \ud559\uc220 \ub17c\ubb38\uacfc \uc2e0\ubb38, \ube14\ub85c\uadf8 \uc911 \uc5b4\ub5a4 \uae30\uc0ac\uac00 \ud544\uc694\ud55c\uac00\uc694?<\/li>\n<li>\ud14d\uc2a4\ud2b8\uc5d0 \ub300\ud574 \uc5b4\ub5a4 \ubb38\ub9e5\uc774 \ud544\uc694\ud55c\uc9c0, \uc989 \uae00 \ub0b4\uc5d0\uc11c \uc5b4\ub5a4 \ub2e8\uc5b4, \ub2e8\uc5b4 \uc870\ud569 \ubc0f \ub2e8\uc5b4 \uc815\uc758\uac00 \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740\uc9c0?<\/li>\n<li>\uc54c\uace0\ub9ac\uc998\uc774 \ud559\uc2b5\uc744 \uc704\ud574 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \uae30\uc0ac\ub97c \uc0ac\uc6a9\ud574\uc57c \ud558\ub098\uc694?<\/li>\n<\/ul>\n<p>\uc77c\ubc18\uc801\uc73c\ub85c \ud559\uc2b5 \ub370\uc774\ud130\ub294 \ub9ce\uc744\uc218\ub85d \uc88b\uc73c\uba70, \ub370\uc774\ud130\uc5d0\ub294 \uac00\ub2a5\ud55c \ud55c \ub9ce\uc740 \ucee8\ud14d\uc2a4\ud2b8\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub610\ud55c \ud559\uc2b5 \ub370\uc774\ud130\ub294 \ud604\uc7ac \uc0ac\uc6a9 \uc0ac\ub840\uc640 \uc77c\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uc989, \ubd84\uc11d\ud560 \ud14d\uc2a4\ud2b8\uac00 \uacfc\ud559 \ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c\uc778 \uacbd\uc6b0 \uc0dd\uc0b0 \ubaa8\ub378\uc5d0 \ub300\ud55c \ud559\uc2b5 \ub370\uc774\ud130\uc5d0\ub294 \uacfc\ud559 \uae30\uc0ac\uc640 \uad00\ub828 \ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c\uc774 \ubaa8\ub450 \ud3ec\ud568\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ud559\uc2b5 \ub370\uc774\ud130\uc758 \ubd84\ud3ec\uac00 \ubd84\uc11d \ub300\uc0c1 \ud14d\uc2a4\ud2b8\uc758 \uc8fc\uc81c\uc640 \uc77c\uce58\ud560\uc218\ub85d \ub354 \ub098\uc740 \uc694\uc57d \uc815\ubcf4\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_Data_Tuning_%E2%80%93_How_is_Training_Data_Collected_for_Production_Models\"><\/span>2. \ub370\uc774\ud130 \ud29c\ub2dd - \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc5d0 \ub300\ud55c \ud559\uc2b5 \ub370\uc774\ud130\ub294 \uc5b4\ub5bb\uac8c \uc218\uc9d1\ub418\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>    \ub370\uc774\ud130 \ud29c\ub2dd\uc740 \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc5d0 \uc5b4\ub5a4 \ub370\uc774\ud130\ub97c \uc5b4\ub5bb\uac8c \uc785\ub825\ud558\ub294\uc9c0\uc640 \uad00\ub828\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/code><\/pre>\n<p>\ud504\ub85c\ub355\uc158 \ubaa8\ub378. \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc758 \uacbd\uc6b0 \ud504\ub85c\ub355\uc158 \uc911\uc5d0 \uc218\uc9d1\ud560 \ub370\uc774\ud130\uc640 \uc218\uc9d1 \ube48\ub3c4\ub97c \uacb0\uc815\ud558\ub294 \uac83\uc740 \uac04\ub2e8\ud569\ub2c8\ub2e4. \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\ub294 \uc774\uc804 \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc758 \uc0c1\ub300\uc801 \uc815\ud655\ub3c4\uc5d0\uc11c \ub3c4\ucd9c\ub429\ub2c8\ub2e4.<\/br><\/br><br \/>\n\uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0dd\uc0b0 \uc911 \uacb0\uacfc\ubb3c\uc744 \uc608\uce21\ud558\ub294 \uc0dd\uc0b0 \ubaa8\ub378\ub9c1\uacfc \ub300\uc870\ud574 \ubcf4\uc138\uc694. \uc774 \uacbd\uc6b0 \ub370\uc774\ud130 \ud29c\ub2dd\uc740 \uc0dd\uc0b0 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud574 \uc218\uc9d1\ud560 \uc62c\ubc14\ub978 \ub370\uc774\ud130\ub97c \ucc3e\ub294 \uac83\uc785\ub2c8\ub2e4. \ub300\uc0c1<br \/>\n\ud14d\uc2a4\ud2b8 \ubd84\uc11d\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ucda9\ubd84\ud788 \ub9ce\uc740 \uc591\uc758 \uad00\ub828 \ubb38\uc11c \uc138\ud2b8\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac00\uc7a5 \uad00\ub828\uc131 \ub192\uc740 \uc815\ubcf4\ub97c \uc804\ub2ec\ud558\ub294 \ub2e8\uc5b4, \ub2e8\uc5b4 \uadf8\ub8f9, \ub2e8\uc5b4 \uc815\uc758 \ub4f1 \uae00\uc5d0 \ub300\ud55c \uc5b4\ud718 \ub610\ub294 \ubb38\ub9e5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li>\uae30\uc0ac\uc5d0\uc11c \ud559\uc2b5 - \ub370\uc774\ud130 \uc9d1\ud569\uc744 \ubc18\ubcf5\ud558\uc5ec \uc5b4\ub5a4 \uc5b4\ud718\uc9d1\uc758 \ud558\uc704 \uc9d1\ud569\uc774 \uac00\uc7a5 \uc88b\uc740 \uc815\ubcf4 \uc694\uc57d\uc744 \ub2f4\uace0 \uc788\ub294\uc9c0 \uc54c\uc544\ubcf4\uc138\uc694.<\/li>\n<li>\uc774 \uc5b4\ud718\uc9d1\uc744 \uc0c8 \ubb38\uc11c\uc5d0 \uc801\uc6a9\ud558\uae30: \ud504\ub85c\ub355\uc158 \ubaa8\ub378 \uc2e4\ud589\ud558\uae30.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"3_Data_Imbalance_%E2%80%93_How_Can_the_Right_Training_Data_be_Selected_for_Real-Time_Production_Models\"><\/span>3. \ub370\uc774\ud130 \ubd88\uade0\ud615 - \uc2e4\uc2dc\uac04 \uc0dd\uc0b0 \ubaa8\ub378\uc5d0 \uc801\ud569\ud55c \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uc5b4\ub5bb\uac8c \uc120\ud0dd\ud560 \uc218 \uc788\uc744\uae4c\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>    <p>\uc2e4\uc2dc\uac04 \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc744 \uc704\ud55c \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc870\uc815\ud558\ub294 \uac83\uc740 \uac04\ub2e8\ud55c \uc791\uc5c5\uc774 \uc544\ub2d9\ub2c8\ub2e4. \ud559\uc2b5\uc744 \uc704\ud574 \uc218\uc9d1\ub41c \ubaa8\ub4e0 \ub370\uc774\ud130\uac00 \uc720\uc6a9\ud55c \uac83\uc740 \uc544\ub2c8\uba70, \uc885\uc885 \ub2e4\uc6b4\uc140\ub809\uc158\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \uc694\uc57d\ub418\ub294 \ud14d\uc2a4\ud2b8\uc640 \uad00\ub828\uc774 \uc788\uc5b4\uc57c \ud558\uc9c0\ub9cc, \ub108\ubb34 \uad6c\uccb4\uc801\uc774\uc5b4\uc11c \uad00\ub828 \uc815\ubcf4\uc758 \uc81c\ud55c\ub41c \ud558\uc704 \uc9d1\ud569\uc744 \ucc3e\uc544\ub0b4\uac70\ub098 \ub108\ubb34 \ubaa8\ud638\ud574\uc11c \ub108\ubb34 \ub9ce\uc740 \uc815\ubcf4\ub97c \ucc3e\uc544\ub0b4\uc11c\ub3c4 \uc548 \ub429\ub2c8\ub2e4. \ub610\ud55c \ud559\uc2b5 \ub370\uc774\ud130\uc5d0\ub294 \ud56d\uc0c1 \ubd88\uade0\ud615\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \ud558\ub098\uc758 \ud2b9\uc815 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \ub300\uc0c1\uc73c\ub85c \ud558\ub294 \ucda9\ubd84\ud55c \uc591\uc758 \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc3e\ub294 \uac83\uc740 \uac70\uc758 \ubd88\uac00\ub2a5\ud558\ubbc0\ub85c \ud559\uc2b5 \ub370\uc774\ud130\ub294 \uc5f0\uad6c \uc911\uc778 \uc8fc\uc81c\uc758 \ubd84\ud3ec\uc5d0 \uac00\uc7a5 \uc798 \ub9de\ub3c4\ub85d \uc8fc\uc81c\ubcc4\ub85c \uade0\ud615\uc744 \ub9de\ucdb0\uc57c \ud569\ub2c8\ub2e4.<\/code><\/pre>\n<p>\ud559\uc2b5 \ub370\uc774\ud130\ub97c \uc120\ud0dd\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \ub2e4\uc74c\uacfc \uac19\uc740 \uba87 \uac00\uc9c0 \ud568\uc815\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub108\ubb34 \uad11\ubc94\uc704\ud55c \uc785\ub825 \ubb38\uc11c \uc138\ud2b8\ub97c \uc120\ud0dd\ud558\uba74 \uc694\uc57d\uc774 \ub108\ubb34 \uae38\uac70\ub098 \ubaa8\ud638\ud574\uc9d1\ub2c8\ub2e4.<\/li>\n<li>\ub108\ubb34 \uc881\uc740 \uc785\ub825 \ubb38\uc11c \uc138\ud2b8\ub97c \uc120\ud0dd\ud558\uba74 \ud575\uc2ec \uc815\ubcf4\uac00 \ub204\ub77d\ub41c \uc694\uc57d\uc774 \uc0dd\uc131\ub429\ub2c8\ub2e4.<\/li>\n<li>\ud488\uc9c8\uc774 \ub0ae\uc740 \uae30\uc0ac, \uc989 \uc758\uacac\uc5d0 \uae30\ubc18\ud55c \ucd9c\ucc98\ub97c \uc120\ud0dd\ud558\uba74 \ud3b8\ud5a5\ub41c \uc694\uc57d\uc774 \uc791\uc131\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc785\ub825 \uae30\uc0ac\uc5d0 \uc801\uc6a9\ud560 \uc5b4\ud718\ub97c \uc798\ubabb \uc120\ud0dd\ud558\uba74 \ub9d0\ub3c4 \uc548 \ub418\ub294 \uc694\uc57d\uc774 \uc0dd\uc131\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc62c\ubc14\ub978 \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc3e\ub294 \uac83\uc740 \uac04\ub2e8\ud55c \uc791\uc5c5\uc774 \uc544\ub2c8\uba70 \ud559\uc2b5 \ub370\uc774\ud130\uc758 \uc591, \ud559\uc2b5 \ub370\uc774\ud130\uc758 \uad00\ub828\uc131, \ucd5c\uc801\uc758 \ucee8\ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc808\ucda9\uc810\uc744 \ucc3e\uc544\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_New_Vocabularies_%E2%80%93_How_is_Training_Data_Applied_Across_Different_Production_Models\"><\/span>4. \uc0c8\ub85c\uc6b4 \uc5b4\ud718 - \ud6c8\ub828 \ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc5d0 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ub418\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>    <p>\uc62c\ubc14\ub978 \ud559\uc2b5 \uc9d1\ud569\uc744 \ucc3e\uace0 \uc774 \ud559\uc2b5 \uc9d1\ud569\uc744 \uc8fc\uc5b4\uc9c4 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub9de\uac8c \uc870\uc815\ud558\ub294 \uac83\uc740 \ub9ce\uc740 \ube44\uc6a9\uacfc \uc2dc\uac04\uc774 \uc18c\uc694\ub418\ub294 \uc791\uc5c5\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud559\uc2b5 \uc138\ud2b8 \uac1c\ubc1c\uacfc \uad00\ub828\ub41c \ube44\uc6a9 \ub54c\ubb38\uc5d0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc804\ubc18\uc5d0\uc11c \ud559\uc2b5 \ub370\uc774\ud130\ub97c \ud655\uc7a5\ud558\uace0\uc790 \ud558\ub294 \uc695\uad6c\uac00 \uc0dd\uae41\ub2c8\ub2e4. \uc774\uc0c1\uc801\uc73c\ub85c\ub294 \ud55c \ubb38\uc11c \uc138\ud2b8\uc5d0 \ub300\ud574 \ud559\uc2b5\ub41c \uc0dd\uc0b0 \ubaa8\ub378\uc744 \ub2e4\ub978 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc73c\ub85c \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa9\ud45c\ub294 \uc5ec\ub7ec \ud504\ub85c\ub355\uc158 \ubaa8\ub378 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uc218\uc9d1, \uad6c\uc131 \ubc0f \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/code><\/pre>\n<p><\/p>\n<p>\uadf8\ub7ec\ub098 \uc0c8 \uc0dd\uc0b0 \ubaa8\ub378\uc740 \uc774\uc804 \uc0dd\uc0b0 \ubaa8\ub378\uc758 \ubb38\ub9e5\uc744 \uc774\ud574\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \uae30\uc874 \ubaa8\ub378\uc5d0\uc11c \ud559\uc2b5\ub418\uc9c0 \uc54a\uc740 \uc5b4\ud718\uac00 \uc5b4\ud718\uc9d1\uc5d0 \uc0c8\ub85c \ucd94\uac00\ub420 \ub54c\ub9c8\ub2e4 \uc815\ud655\ub3c4\uac00 \ub5a8\uc5b4\uc9d1\ub2c8\ub2e4. \ub530\ub77c\uc11c \ud14d\uc2a4\ud2b8 \ubd84\uc11d \uc0dd\uc0b0 \ubaa8\ub378\uc744 \ub2e4\uc2dc \uc870\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc989, \uc0c8\ub85c\uc6b4 \uc5b4\ud718\ub97c \ud559\uc2b5\uc2dc\ucf1c\uc57c \ud569\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uace0 \ud574\uc11c \uae30\uc874 \uc0dd\uc0b0 \ubaa8\ub378\uc744 \uc0c8\ub85c\uc6b4 \ub3c4\uba54\uc778\uc5d0 \uc644\uc804\ud788 \uc801\uc6a9\ud560 \uc218 \uc5c6\ub2e4\ub294 \ub73b\uc740 \uc544\ub2d9\ub2c8\ub2e4. \uc0ac\uc6a9 \uc0ac\ub840 \uc804\ubc18\uc5d0\uc11c \uc815\ud655\ub3c4 \uc190\uc2e4\uc744 \uc644\ud654\ud558\uae30 \uc704\ud55c \uba87 \uac00\uc9c0 \uc804\ub7b5\uc774 \uc874\uc7ac\ud558\uba70, \uc5ec\uae30\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ud559\uc2b5 \ub370\uc774\ud130 \uc5b4\ud718\ub97c \ud2b9\uc815 \ubb38\uc790 \uc870\ud569\uc774\ub098 \ube48\ub3c4\uac00 \ub192\uc740 \ub2e8\uc5b4\uc640 \uac19\uc740 \ud558\uc704 \uadf8\ub8f9\uc73c\ub85c \uc138\ubd84\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li>\uacf5\ub3d9 \ud559\uc2b5: \uac01 \ubb38\uc11c\uc5d0 \ub300\ud574 \uc11c\ub85c \ub2e4\ub978 \ub450 \uac00\uc9c0 \ucee8\ud14d\uc2a4\ud2b8\ub85c \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud2b8\ub9bc \uc190\uc2e4 \ucd5c\uc18c\ud654: \uc5b4\ub5a4 \uae30\uc0ac\uac00 \uc804\uccb4 \uc815\ud655\ub3c4 \uc190\uc2e4\uc744 \uc904\uc774\ub294\uc9c0 \ucd94\uc815\ud558\uc5ec \uc0c8 \ubaa8\ub378\uc744 \ud6c8\ub828\ud560 \uae30\uc0ac\uc758 \ud558\uc704 \uc9d1\ud569\uc744 \uacb0\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"5_Time_Latency_%E2%80%93_How_Long_Do_Production_Models_Take_to_Run\"><\/span>5. \uc2dc\uac04 \uc9c0\uc5f0 - \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc744 \uc2e4\ud589\ud558\ub294 \ub370 \uac78\ub9ac\ub294 \uc2dc\uac04\uc740 \uc5bc\ub9c8\ub098 \ub418\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>    <p>\uc2e4\uc2dc\uac04 \uc0dd\uc0b0 \ubaa8\ub378\uc740 \uc885\uc885 '\uc2e4\uc2dc\uac04'\uc774\ub77c\ub294 \uc774\ub984\uc744 \ubd99\uc774\uc9c0\ub9cc, \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ucd5c\uc2e0 \uc0dd\uc0b0 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uae30 \ub54c\ubb38\uc5d0 \uc2e4\uc81c\ub85c\ub294 \ub2e4\uc591\ud55c \uc2dc\uac04 \ubc94\uc704\uc5d0\uc11c \uc2e4\ud589\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc740 \uc815\ubcf4\uc758 \ucd94\uc138\ub97c \ubd84\uc11d\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uae30 \ub54c\ubb38\uc5d0 \uba70\uce60 \ubd84\ub7c9\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uac00 \ud544\uc694\ud560 \uc218 \uc788\uc73c\uba70, \uc2e4\uc81c\ub85c\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ub7f0\ud0c0\uc784\uc774 \uc815\uc758\ub429\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc77c\ub2e8 \uc2e4\ud589\ub418\uba74 \uc774 \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc740 \ub2e8 \uba87 \ubd84 \ub9cc\uc5d0 \uc2e4\ud589\ub418\uc5b4 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\ud14d\uc2a4\ud2b8 \ubd84\uc11d\uc758 \uc2dc\uac04 \uc9c0\uc5f0\uc740 \ubaa8\ub378\uc5d0 \ub300\ud55c \uae30\ub300\uce58\uc640 \uad00\ub828\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub370 \uc5bc\ub9c8\ub098 \uac78\ub9ac\ub098\uc694 \/ \uc5bc\ub9c8\ub098 \ub9ce\uc740 \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud558\ub098\uc694?<\/li>\n<li>\ubaa8\ub378\uc740 \uc2dc\uac04\ubcc4, \uc77c\ubcc4, \uc8fc\ubcc4 \ub4f1 \uc5bc\ub9c8\ub098 \uc790\uc8fc \uc131\uacfc\ub97c \uc608\uce21\ud574\uc57c \ud558\ub098\uc694?<\/li>\n<li>\uc5bc\ub9c8\ub098 \ub9ce\uc740 \ub370\uc774\ud130\uac00 \ubaa8\ub378\ub9c1\ub420\uae4c\uc694, \uc9e7\uc740 \ube14\ub85c\uadf8, \uc800\ub110 \uae30\uc0ac, \ucc45 \ud55c \uc7a5 \ub4f1?<\/li>\n<li>\uc5bc\ub9c8\ub098 \ub9ce\uc740 \uc0ac\ub78c\uc758 \uac1c\uc785\uc774 \ud544\uc694\ud55c\uac00 - \ubaa8\ub378 \ucd9c\ub825\uc758 \uc815\ud655\uc131\uc744 \ud655\uc778\ud558\uace0 \uc791\uc5c5\uc790\uac00 \ud574\uc11d\ud558\ub294 \ube48\ub3c4\ub294 \uc5bc\ub9c8\ub098 \ub418\ub294\uac00?<\/li>\n<\/ul>\n<p>\ud504\ub85c\ub355\uc158 \ubaa8\ub378\ub9c1\uc740 \uc0ac\uc804 \uc608\ubc29\uc801 \ub610\ub294 \uc608\uce21\uc801 \uc131\uacfc \uce21\uc815\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub354 \ub098\uc740 \ucd5c\uc885 \uc81c\ud488\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc744 \uacb0\uc815\ud558\uae30 \uc704\ud574 '\ubbf8\ub9ac' \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc55e\uc11c \uc81c\uc2dc\ud55c \ud14d\uc2a4\ud2b8 \ubd84\uc11d\uc758 \uacbd\uc6b0, \uc0dd\uc0b0 \ubaa8\ub378\uc740 \ud14d\uc2a4\ud2b8 \ubb38\uc11c\uc5d0 \ud3ec\ud568\ub41c \uc5b4\ub5a4 \uc815\ubcf4\uac00 \uc8fc\uc5b4\uc9c4 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740\uc9c0 \uc608\uce21\ud569\ub2c8\ub2e4. \uc0dd\uc0b0 \ubaa8\ub378\uc774 \uc2e4\ud589\ub418\uace0 \uc81c\ud488\uc774 \uc0dd\uc0b0\ub418\uba74 \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\ub97c \uc2e4\ud589\ud558\uc5ec \ucd5c\uc885 \uc81c\ud488\uc758 \uac00\uce58\ub97c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc0dd\uc0b0 \uacfc\uc815\uc5d0\uc11c \uc0dd\uc0b0 \ubc29\uc2dd\uc774 \ucd5c\uc801\ud654\ub418\uc5b4 \uc0dd\uc0b0 \ube44\uc6a9\uc774 \uc808\uac10\ub429\ub2c8\ub2e4.<\/li>\n<li>\ub370\uc774\ud130\uc640 \uc791\uc5c5\uc790\uc758 \uc0c1\ud638 \uc791\uc6a9\uc774 \uc904\uc5b4\ub4e4\uc5b4 \ucd9c\ub825\uc758 \ud3b8\ud5a5\uc131\uc774 \uac10\uc18c\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc81c\uc791 \uacfc\uc815\uc5d0\uc11c \ub354 \ub9ce\uc740 \ud559\uc2b5 \ub370\uc774\ud130\uac00 \uc218\uc9d1\ub428\uc5d0 \ub530\ub77c \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc815\ud655\ub3c4\uac00 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/li>\n<li>\uc2e4\uc2dc\uac04\uc73c\ub85c \ud504\ub85c\ub355\uc158\uc744 \ubcc0\uacbd\ud560 \uc218 \uc788\uc5b4 \ubbfc\ucca9\uc131\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \uc810\uc810 \ub354 \uc815\uad50\ud574\uc9d0\uc5d0 \ub530\ub77c \uc0dd\uc0b0 \ubaa8\ub378\ub9c1\uc740 \uc0dd\uc0b0\uc5d0 \uc720\uc775\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ud544\uc218\uc801\uc778 \ub3c4\uad6c\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc0dd\uc0b0 \ubaa8\ub378\ub9c1\uc744 \uc870\uae30\uc5d0 \ub3c4\uc785\ud558\ub294 \uac83\uc740 \uc704\ud5d8\uc740 \ub0ae\uace0 \ubcf4\uc0c1\uc740 \ub9e4\uc6b0 \ub192\uc73c\uba70, \uc0dd\uc0b0 \ubaa8\ub378\uc740 \ud5a5\ud6c4 \uc0dd\uc0b0 \ubc29\uc2dd\uc744 \ud615\uc131\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p><a style=\"color: #999999; text-decoration: underline;\" href=\"http:\/\/skimai.com\/ko\/\">Skim AI\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694.<\/a><\/p>\n<pre><code>    <p style=\"text-align: center;\">\uc2dc\uc7a5 \uc778\ud154\ub9ac\uc804\uc2a4\ub97c \uc704\ud55c AI \uae30\ubc18 \ub9ac\uc11c\uce58 \uad00\ub9ac \uc2dc\uc2a4\ud15c.<\/p>       \n        <a href=\"https:\/\/calendly.com\/gregg-skimai\/15min\/\">\n                    \ubb34\ub8cc \uc0c1\ub2f4\n                <\/a><\/code><\/pre>","protected":false},"excerpt":{"rendered":"<p>Real-time production models &#8211; How do they differ from benchmark tests? What are Real-Time Production Models and Benchmark Tests? Real-time production models are models that enable users to take data collected during production and analyze both current production capabilities and predict future production outputs. These are models meant to optimize production and assess performance \u201cpre-release\u201d, [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":753,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,67,78],"tags":[],"class_list":["post-2021","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-ml-nlp","category-ai-project-management"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Real-time production models - How do they differ from benchmark tests?<\/title>\n<meta name=\"description\" content=\"Utlizing real-time production models vs benchmark tests should be carefully considered. 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