{"id":2560,"date":"2019-11-11T23:43:34","date_gmt":"2019-11-11T23:43:34","guid":{"rendered":"http:\/\/skimai.com\/?p=2560"},"modified":"2024-05-20T07:38:37","modified_gmt":"2024-05-20T12:38:37","slug":"%eb%9d%bc%eb%b2%a8%eb%a7%81%eb%90%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0%eb%a5%bc-%ec%a0%80%ec%9e%a5%ed%95%98%eb%8a%94-10%ea%b0%80%ec%a7%80-%eb%aa%a8%eb%b2%94-%ec%82%ac%eb%a1%80","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/10-best-practices-for-storing-labeled-data\/","title":{"rendered":"\ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130 \uc800\uc7a5\uc744 \uc704\ud55c 10\uac00\uc9c0 \ubaa8\ubc94 \uc0ac\ub840"},"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\/10-best-practices-for-storing-labeled-data\/#10_Best_Practices_for_Storing_Labeled_Data\" >\ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130 \uc800\uc7a5\uc744 \uc704\ud55c 10\uac00\uc9c0 \ubaa8\ubc94 \uc0ac\ub840<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ko\/10-best-practices-for-storing-labeled-data\/#1_Define_the_Problem_Is_it_a_good_problem_for_machine_learning\" >1. \ubb38\uc81c \uc815\uc758: \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \uc801\ud569\ud55c \ubb38\uc81c\uc778\uac00\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ko\/10-best-practices-for-storing-labeled-data\/#2_Gather_at_least_5000_datapoints_for_each_outcome\" >2. \uac01 \uacb0\uacfc\uc5d0 \ub300\ud574 \ucd5c\uc18c 5,000\uac1c\uc758 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/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\/10-best-practices-for-storing-labeled-data\/#3_Store_data_at_the_sentence_level\" >3. \ubb38\uc7a5 \uc218\uc900\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/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\/10-best-practices-for-storing-labeled-data\/#4_Classify_and_label_data_in_well_defined_categories\" >4. \uc798 \uc815\uc758\ub41c \uce74\ud14c\uace0\ub9ac\ub85c \ub370\uc774\ud130\ub97c \ubd84\ub958\ud558\uace0 \ub808\uc774\ube14\uc744 \uc9c0\uc815\ud569\ub2c8\ub2e4.<\/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\/10-best-practices-for-storing-labeled-data\/#5_Store_all_representative_data\" >5. \ubaa8\ub4e0 \ub300\ud45c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/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\/10-best-practices-for-storing-labeled-data\/#6_Store_background_data\" >6. \ubc31\uadf8\ub77c\uc6b4\ub4dc \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ko\/10-best-practices-for-storing-labeled-data\/#7_Store_the_raw_text_of_labeled_data_practice_redundancy\" >7. \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\uc758 \uc6d0\uc2dc \ud14d\uc2a4\ud2b8\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4(\uc5f0\uc2b5 \uc911\ubcf5).<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ko\/10-best-practices-for-storing-labeled-data\/#8_Map_your_data_from_start_to_finish_index_values\" >8. \ub370\uc774\ud130\ub97c \ucc98\uc74c\ubd80\ud130 \ub05d\uae4c\uc9c0 \ub9e4\ud551\ud569\ub2c8\ub2e4(\uc778\ub371\uc2a4 \uac12).<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ko\/10-best-practices-for-storing-labeled-data\/#9_Backup_your_data\" >9. \ub370\uc774\ud130 \ubc31\uc5c5\ud558\uae30.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ko\/10-best-practices-for-storing-labeled-data\/#10_Build_and_think_for_the_future\" >10. \ubbf8\ub798\ub97c \uc704\ud574 \uc0dd\uac01\ud558\uace0 \uad6c\ucd95\ud558\uc138\uc694.<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"10_Best_Practices_for_Storing_Labeled_Data\"><\/span>\ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130 \uc800\uc7a5\uc744 \uc704\ud55c 10\uac00\uc9c0 \ubaa8\ubc94 \uc0ac\ub840<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>    \ubc29\uae08 \ud070 \uc544\uc774\ub514\uc5b4\uac00 \ub5a0\uc62c\ub790\uc2b5\ub2c8\ub2e4. \ub9ce\uc740 \ucc45\uc744 \uc77d\uc73c\uba74\uc11c \ud654\uc790\uc758 \uc5b4\uc870\uc5d0 \ub77c\ubca8\uc744 \ubd99\uc774\uace0 \uc815\uce58\uc801 \uc131\ud5a5\uc744 \ud30c\uc545\ud558\ub294 \ubd84\ub958\uae30\uac00 \uc788\uc73c\uba74 \uc7ac\ubbf8\uc788\uc744 \uac83 \uac19\ub2e4\uace0 \uc0dd\uac01\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc608\uce21\uc744 \uc704\ud574 \uba38\uc2e0 \ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ubb38\uc81c\ub97c \uc5b4\ub5bb\uac8c \uc138\ubd84\ud654\ud560 \uc218 \uc788\uc744\uae4c\uc694? \uc6b0\ub9ac\ub294 \uc774\uac83\uc744 \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/www.journalism.org\/2014\/10\/21\/political-polarization-media-habits\/\">\ud4e8 \uc124\ubb38\uc870\uc0ac\u00a0<\/a>\u00a0\ubbfc\uc8fc\ub2f9\uacfc \uacf5\ud654\ub2f9 \uc720\uad8c\uc790\ub4e4\uc774 \uc2e0\ub8b0\ud558\ub294 \uc2e0\ubb38\uc5d0 \ub300\ud55c \uc751\ub2f5\uc744 \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4.<br \/><br \/>\ud504\ub85c\ub355\uc158 \uc900\ube44 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95\uc744 \uc0dd\uac01\ud558\uae30 \uc804\uc5d0 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \ub300\ud574 \uc0dd\uac01\ud574\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc2e4\ud589\ub418\ub294 \uae30\ubc18\uc774\uba70, \uac15\ub825\ud55c \uae30\ubc18\uc774 \uc5c6\uc73c\uba74 \ubaa8\ub378\uc758 \uc131\uacf5\uc801\uc778 \uc131\ub2a5\uc744 \uae30\ub300\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. Skim AI\uc758 \uc804\ubb38\uac00\ub4e4\uc774 \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 10\uac00\uc9c0 \ubaa8\ubc94 \uc0ac\ub840\ub97c \uc815\ub9ac\ud558\uc5ec \uc131\uacf5\uc744 \uc704\ud55c \uae30\ubc18\uc744 \ub9c8\ub828\ud588\uc2b5\ub2c8\ub2e4.<\/p><h2><span class=\"ez-toc-section\" id=\"1_Define_the_Problem_Is_it_a_good_problem_for_machine_learning\"><\/span><strong>1. \ubb38\uc81c \uc815\uc758: \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \uc801\ud569\ud55c \ubb38\uc81c\uc778\uac00\uc694?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ubb38\uc81c \ud574\uacb0\uc5d0 \uc801\uc6a9\ud558\ub824\uba74 \ucef4\ud4e8\ud130\uac00 \uc815\uc758\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4:\u00a0<\/p><ul><li>\uc774\ub7ec\ud55c \ub2e8\uc5b4 \uc9d1\ud569\uc774 \ud14d\uc2a4\ud2b8\uc758 \ud55c \ubc94\uc8fc \ub610\ub294 \ub2e4\ub978 \ubc94\uc8fc\uc5d0 \ub354 \uac00\uae4c\uc6b4 \ud328\ud134\uc5d0 \ub9de\ub098\uc694?<\/li><li>\uae30\uacc4\uac00 \ud328\ud134\uc744 \ucd94\ucd9c\ud558\uae30\uc5d0 \ucda9\ubd84\ud55c \ub300\ud45c \ub370\uc774\ud130\uac00 \uc788\ub294 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc788\ub098\uc694?<\/li><\/ul><p>\uc774 \uc608\uc2dc\uc5d0\uc11c\ub294 \ubbfc\uc8fc\ub2f9 \uc131\ud5a5\uc758 \uc5f0\uc124\uacfc \uacf5\ud654\ub2f9 \uc131\ud5a5\uc758 \uc5f0\uc124\uc774\ub77c\ub294 \ub450 \uac00\uc9c0 \uacb0\uacfc\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubbfc\uc8fc\ub2f9\uacfc \uacf5\ud654\ub2f9\uc744 \uad6c\uc131\ud558\ub294 \ub9ce\uc740 \uadf8\ub8f9\uc774 \uc788\uace0 \ubb34\uc18c\uc18d\uacfc \ub2e4\uc591\ud55c \uc131\ud5a5\uc774 \uc788\uae30 \ub54c\ubb38\uc5d0 \ubb38\uc81c\ub294 \uc774\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \ubcf5\uc7a1\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774 \uc608\uc5d0\uc11c\ub294 \uc774 \ub450 \uac00\uc9c0 \ubcc0\ud615\uc73c\ub85c \ub2e8\uc21c\ud654\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p><h2><span class=\"ez-toc-section\" id=\"2_Gather_at_least_5000_datapoints_for_each_outcome\"><\/span><strong>2. \uac01 \uacb0\uacfc\uc5d0 \ub300\ud574 \ucd5c\uc18c 5,000\uac1c\uc758 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\ucd5c\uc18c \uc218\uc9d1 <a href=\"https:\/\/www.mckinsey.com\/featured-insights\/artificial-intelligence\/notes-from-the-ai-frontier-applications-and-value-of-deep-learning\">5,000\uac1c\uc758 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8<\/a> \ub97c \uc0ac\uc6a9\ud558\uc5ec \ubd84\ub958\ud558\ub824\ub294 \uac01 \uc815\ubcf4 \ubc94\uc8fc\uc5d0 \ub300\ud574 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ud558\uc138\uc694. \uc774 \uc608\uc5d0\uc11c\ub294 \uae30\uc0ac, \uc5f0\uc124, \ucc45 \ub610\ub294 \uc1fc \ub300\ubcf8\uc5d0\uc11c \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uc800\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc9c4 \ubd84\ub958\uae30\ub97c \uad6c\ucd95\ud558\uace0\uc790 \ud558\ubbc0\ub85c \ubbfc\uc8fc\uc801 \uae00 \uc0d8\ud50c 5,000\uac1c\uc640 \uacf5\ud654\uc801 \uae00 \uc0d8\ud50c 5,000\uac1c, \ucd1d 10,000\uac1c\uc758 \uc0d8\ud50c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uacb0\uacfc\ub2f9 5,000\uc810\uc774 \uad8c\uc7a5\ub418\ub294 \ucd5c\uc18c\uac12\uc774\uc9c0\ub9cc \ub370\uc774\ud130\uac00 \ub9ce\uc744\uc218\ub85d \uc815\ud655\ub3c4\uac00 \ud5a5\uc0c1\ub418\ubbc0\ub85c \ub9dd\uc124\uc774\uc9c0 \ub9c8\uc138\uc694.<\/p><h2><span class=\"ez-toc-section\" id=\"3_Store_data_at_the_sentence_level\"><\/span><strong>3. \ubb38\uc7a5 \uc218\uc900\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\uc6b0\ub9ac\uc758 \uacbd\uc6b0, \uc804\uccb4 \uae30\uc0ac\ub97c \ubbfc\uc8fc\ub2f9 \ub610\ub294 \uacf5\ud654\ub2f9\uc73c\ub85c \ubd84\ub958\ud558\ub294 \uac83\uc774 \ubaa9\ud45c\uc774\uc9c0\ub9cc, \uac01 \ub9ac\uc18c\uc2a4\ub97c \uc804\uccb4 \uae30\uc0ac \uc218\uc900\uc774 \uc544\ub2cc \ubb38\uc7a5 \uc218\uc900\uc73c\ub85c \uc800\uc7a5\ud558\uc5ec \ud5a5\ud6c4\uc5d0 \ub300\ube44\ud558\uace0 \uc2f6\uc744 \uac83\uc785\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \ud2b9\uc815 \ud0a4\uc6cc\ub4dc\ub098 \uc5d4\ud2f0\ud2f0(\uc0ac\ub78c, \uc7a5\uc18c, \uc870\uc9c1)\ub97c \ub458\ub7ec\uc2fc \ub2e8\ub77d\uc774\ub098 \ubd84\uc11d\uacfc \uac19\uc774 \ubcf4\ub2e4 \uad6c\uccb4\uc801\uc778 \uc5d4\ud2f0\ud2f0\ub97c \ubd84\ub958\ud558\ub824\ub294 \uacbd\uc6b0 \ud5a5\ud6c4\uc5d0 \ub354 \uc801\uc740 \uc815\ub9ac \uc791\uc5c5\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\uc77c\ubc18\uc801\uc73c\ub85c \ubaa8\ub4e0 ML \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc18c\uc694\ub418\ub294 \uc2dc\uac04 \uc911 50~65%\ub294 \ub370\uc774\ud130\ub97c \uc815\ub9ac\ud558\uace0 ML \uc54c\uace0\ub9ac\uc998\uc774 \uc77d\uc744 \uc218 \uc788\ub294 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \ubd84\ub958\uae30\ub294 \ubb38\uc7a5\uacfc \uc804\uccb4 \ubb38\uc11c \uc218\uc900\uc5d0\uc11c \ubaa8\ub450 \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\ubb38\uc7a5 \ubc0f \ub2e8\ub77d \uc218\uc900 \ubd84\ub958\ub97c \uc704\ud55c \uc2e4\uc6a9\uc801\uc778 \uad6c\ud604 \ud301\uc785\ub2c8\ub2e4:<\/strong><\/p>\n<ul>\n<li>\ubd84\ub958\ub294 \ud55c \ubb38\uc7a5, \ud55c \ub2e8\ub77d \ub610\ub294 \ub2e8\uc77c \ubb38\uc11c(\ubb38\uc11c)\ub85c \uc2dc\uc791\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li>\ube44\ud45c\uc900 \uc694\uad6c \uc0ac\ud56d(\uba87 \ub2e8\uc5b4 \ub610\ub294 \uba87 \ubb38\uc7a5)\uc740 \uc5b4\ub5a4 \ud074\ub7ec\uc2a4\ud130\uac00 \uc911\uc694\ud55c\uc9c0 \uc608\uce21\ud558\uae30 \uc704\ud574 \ub450 \ubc88\uc9f8 ML \ubaa8\ub378\uc744 \ub9cc\ub4e4\uc5b4\uc57c \ud558\ub294 \ub9e4\uc6b0 \uc5b4\ub824\uc6b4 \ubb38\uc81c\ub97c \ucd94\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubd84\ub958 \ubb38\uc81c\ub97c \ucd5c\ub300\ud55c \ub2e8\uc21c\ud654\ud558\uc5ec \uc2dc\uc791\ud558\uace0, \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ub354 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub418\uba74 \ubcf5\uc7a1\uc131\uc744 \ub354\ud558\uc138\uc694.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"4_Classify_and_label_data_in_well_defined_categories\"><\/span><strong>4. \uc798 \uc815\uc758\ub41c \uce74\ud14c\uace0\ub9ac\ub85c \ub370\uc774\ud130\ub97c \ubd84\ub958\ud558\uace0 \ub808\uc774\ube14\uc744 \uc9c0\uc815\ud569\ub2c8\ub2e4.<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uc774\uac83\uc740 \ubc29\ubc95\ub860\uc5d0 \uad00\ud55c \uc774\uc57c\uae30\uc785\ub2c8\ub2e4. \uac00\ub2a5\ud55c \ud55c \ub9ce\uc740 \uc21c\uc218\ud55c \uc2e0\ud638\ub97c \uc5bb\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc989, \ub178\uc774\uc988\uc640 \ubbf8\ubb18\ud55c \ucc28\uc774\uac00 \uc788\ub294 \ub9ac\uc18c\uc2a4\uc640 \uc815\ubcf4\ub97c \uc81c\uac70\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc911\ub3c4\ud30c \uc18c\uc2a4\uc758 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 \uacbd\uc6b0 \uba85\ud655\ud55c \uc2e0\ud638\uac00 \ub35c \ud3ec\ud568\ub418\uba70, \uacf5\ud654\ub2f9 \ub610\ub294 \ubbfc\uc8fc\ub2f9 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc911\ub3c4\ud30c \uc18c\uc2a4\uc758 \ub370\uc774\ud130(\uae30\uc0ac)\ub97c \ucd94\uac00\ud558\uba74 \uacf5\ud654\ub2f9\/\ubbfc\uc8fc\ub2f9 \ubc1c\uc5b8 \ubd84\ub958\uae30\uc758 \uc815\ud655\ub3c4\uc640 \uc720\uc6a9\uc131\uc774 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\u00a0<\/p>\n<p>\uc774 \uc608\uc5d0\uc11c\ub294 \uc0ac\ub78c\ub4e4\uc758 \uc815\uce58\uc801 \uc2e0\ub150\uc774 \ub2e8\uc21c\ud55c \uc815\ub2f9 \ub178\uc120\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \ubcf5\uc7a1\ud558\uae30 \ub54c\ubb38\uc5d0 \ud2b9\ud788 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ub2e4\uc591\ud55c \uc791\uac00, \uc5f0\uc0ac \ubc0f \uc2e0\ubb38\uc740 \uacf5\uc2dd\uc801\uc778 \ub2f9\ub860\uacfc \ub2e4\ub978 \uc758\uacac\uc744 \uac00\uc9c0\uace0 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uc774 \uc608\uc5d0\uc11c\ub294 \uc5b5\uc81c\ud574\uc57c \ud560 \uc18c\uc74c\uc774 \ub9ce\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4: <\/p>\n<ul>\n<li>\ub17c\ubb38\uc740 \ud2b9\uc815 \uc774\uc288\uc5d0 \ub300\ud574 \ubcf4\uc218\uc801 \ub610\ub294 \uc9c4\ubcf4\uc801\uc73c\ub85c \uae30\uc6b8\uc5b4\uc9c0\ub294 \uc815\ub3c4\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/li>\n<li>\uac19\uc740 \ucd9c\ud310\uc0ac\uc758 \ub2e4\ub978 \uae30\uc790\ub4e4 \uc0ac\uc774\uc5d0\uc11c\ub3c4 \ud2b9\uc815 \uc774\uc288\uc5d0 \ub300\ud574 \ud2b9\uc815 \uae30\uc790\ub4e4\uc740 \uc11c\ub85c \ub2e4\ub978 \uacac\ud574\ub97c \uac00\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc8fc\uc8fc \ub610\ub294 \uc18c\uc720\uc8fc\ub294 \uc790\uc2e0\uc5d0\uac8c \uc911\uc694\ud55c \ud2b9\uc815 \uc774\uc288\uc5d0 \ub300\ud574 \ub3c5\ub2e8\uc801\uc778 \uc785\uc7a5\uc744 \ud45c\uba85\ud558\uace0 \ud3b8\uc9d1\ud300\uc5d0 \ud2b9\uc815 \ubc29\uc2dd\uc73c\ub85c \uc774\uc288\ub97c \ub2e4\ub8e8\ub3c4\ub85d \uc9c0\uc2dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uac00\ub2a5\ud55c \ubaa8\ub4e0 \ubcc0\uc218\ub97c \uc124\uba85\ud558\uae30 \uc704\ud55c \ubc29\ubc95\ub860\uc744 \uc815\uc758\ud558\ub294 \ub370 \uba87 \uc2dc\uac04\uc744 \uc18c\ube44\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uac00\ub2a5\ud55c \ud55c \ub9ce\uc740 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc800\uc7a5\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \ubb38\uc7a5 \uc218\uc900\uc5d0\uc11c \uae68\ub057\ud55c \ub370\uc774\ud130\ub97c \ucc3e\uace0 \uc791\uc131\uc790, \uac8c\uc2dc\uae00 \ubc0f \ucea1\ucc98\ud560 \uc218 \uc788\ub294 \uae30\ud0c0 \ubaa8\ub4e0 \ud544\ub4dc\ub97c \ucd94\uc801\ud560 \uc218 \uc788\ub294 \ud544\ub4dc\ub97c \ub9cc\ub4dc\uc138\uc694. <\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_Store_all_representative_data\"><\/span><strong>5. <\/strong><b>\ubaa8\ub4e0 \ub300\ud45c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ucda9\ubd84\ud55c \ub370\uc774\ud130\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub098\uc694? \uc800\ud76c\uc758 \uacbd\uc6b0, \uc774\ub7ec\ud55c \ucd9c\ud310\ubb3c\uc758 \uc624\ub798\ub41c \uae30\uc0ac\uc5d0 \uc561\uc138\uc2a4\ud558\uc5ec \uac01 \ubd84\ub958 \ubc94\uc8fc\uc5d0 \ub300\ud55c \uae30\uc0ac \ub370\uc774\ud130 \uc138\ud2b8\uc640 \ucda9\ubd84\ud55c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc740 \ube44\uad50\uc801 \uc27d\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\u00a0<\/p>\n<p>\uadf8\ub807\uc9c0 \uc54a\uc740 \uacbd\uc6b0 Amazon Mechanical Turk\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc5d0 \ub808\uc774\ube14\uc744 \uc9c0\uc815\ud558\uac70\ub098, \ubc29\ubc95\ub860\uc5d0 \uad50\uc721\uc774 \ud544\uc694\ud55c \uacbd\uc6b0 \uc778\ub3c4\ub098 \ub9c8\ucf00\ub3c4\ub2c8\uc544\uc758 \uc778\ub825\uc744 \uad50\uc721\ud558\uace0 \uc6d4 $1,000\ub2ec\ub7ec\ub97c \uc9c0\ubd88\ud558\uc5ec \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"6_Store_background_data\"><\/span><strong>6. <\/strong><b>\ubc31\uadf8\ub77c\uc6b4\ub4dc \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ubd84\ub958\ud558\ub824\ub294 \ub300\uc0c1\uacfc \ubc00\uc811\ud55c \uad00\ub828\uc774 \uc788\ub294 \ub77c\ubca8\uc774 \ubd99\uc740 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uba74 \ub354 \ub9ce\uc740 \uc5b4\ud718, \uc0ac\ub78c, \uc7a5\uc18c, \uc8fc\uc81c\ub97c \ud3ec\ud568\ud558\ub294 \ubcf4\ub2e4 \uac15\ub825\ud55c \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub294 \uad6c\ucd95\ud558\ub294 \ubaa8\ub4e0 \ubaa8\ub378\uc5d0 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \ubd84\ub958 \ubaa8\ub378\uc744 \uc0c8\ub85c\uc6b4 \uc5b4\ud718, \uc8fc\uc81c, \uc2e4\uccb4\uc5d0 \ub178\ucd9c\uc2dc\ud0a4\uace0 \ub2e8\uc5b4\ub4e4 \uc0ac\uc774\uc758 \uace0\uc720\ud55c \uad00\uacc4\ub97c \uc774\ud574\ud568\uc73c\ub85c\uc368 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \ubaa8\ub378\uc774 \ucc98\uc74c\uc5d0 \uc2dc\uc791\ud55c \ub370\uc774\ud130 \uc774\uc678\uc758 \ub370\uc774\ud130\ub97c \ub354 \uc798 \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>\u00a0<\/p>\n<p>\ud558\uc6d0\uc758\uc6d0\uacfc \uc0c1\uc6d0\uc758\uc6d0\uc774 \uc4f4 \ucc45, \ud2b8\uc717, \uc778\ud130\ubdf0 \ub179\ucde8\ub85d, \ucf00\uc774\ube14 \ub274\uc2a4 \uc1fc\uc758 \ub179\ucde8\ub85d, \ud558\uc6d0\uc5d0\uc11c\uc758 \ub300\ud654 \ub179\ucde8\ub85d, \ud2b9\uc815 \uc758\uc6d0\uc774 \uc791\uc131\ud558\uac70\ub098 \ud6c4\uc6d0\ud55c \ubc95\uc548 \ubc0f \ubc95\ub960\uc744 \uc5bb\uace0 \uc2f6\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\u00a0<\/p>\n<p>\uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud575\uc2ec\uc740 \ubaa8\ub4e0 \ubcc0\uc218\ub97c \uc9c1\uc811 \ud14c\uc2a4\ud2b8\ud560 \ud544\uc694 \uc5c6\uc774 ML\uc774 \uc791\ub3d9\ud558\uae30\uc5d0 \ucda9\ubd84\ud55c \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud558\uace0 \ubb38\uc81c\ub97c \uc798 \uc815\uc758\ud558\uae30\ub9cc \ud558\uba74 \ub41c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"7_Store_the_raw_text_of_labeled_data_practice_redundancy\"><\/span><strong>7. <\/strong><b>\ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\uc758 \uc6d0\uc2dc \ud14d\uc2a4\ud2b8\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4(\uc911\ubcf5\uc131 \uc5f0\uc2b5).<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uc548\uc804\uc744 \uc704\ud574 \ud56d\uc0c1 \ub77c\ubca8\uc744 \ubd99\uc778 \ub370\uc774\ud130\uc758 \uc6d0\uc2dc \ud14d\uc2a4\ud2b8\ub97c \uc800\uc7a5\ud558\uc138\uc694. \uc608\ub97c \ub4e4\uc5b4, \ubb38\uc11c \ub0b4\uc5d0 \ub77c\ubca8\uc744 \ubd99\uc774\ub824\ub294 \ub370\uc774\ud130\ub97c \ub300\ud45c\ud558\ub294 \ubb38\uc7a5\uc774 \uc788\ub294 \uacbd\uc6b0 \ud574\ub2f9 \ubb38\uc7a5\uc758 \uc6d0\uc2dc \ud14d\uc2a4\ud2b8\uc640 \ub77c\ubca8\uc744 \uc800\uc7a5\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub97c \uc911\ubcf5\uc73c\ub85c\ub9cc \uc800\uc7a5\ud558\ub294 \uacbd\uc6b0\uc5d0\ub3c4 \uc774 \uc870\uce58\ub97c \ucde8\ud558\uc138\uc694. \uba38\uc2e0 \ub7ec\ub2dd \uc5d4\uc9c0\ub2c8\uc5b4\ub098 \ub370\uc774\ud130 \uacfc\ud559\uc790\uac00 \uace0\ub9c8\uc6cc\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"8_Map_your_data_from_start_to_finish_index_values\"><\/span><strong>8. \ub370\uc774\ud130\ub97c \ucc98\uc74c\ubd80\ud130 \ub05d\uae4c\uc9c0 \ub9e4\ud551\ud569\ub2c8\ub2e4(\uc778\ub371\uc2a4 \uac12).<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uc778\ub371\uc2a4 \uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\ub97c \ucc38\uc870\ud558\ub294 \uacbd\uc6b0, \ud574\ub2f9 \ub370\uc774\ud130\ub97c \ub9e4\ud551\ud558\uace0 \ub9e4\ud551\uc744 \uc798 \uc774\ud574\ud558\uc138\uc694. \uc608\ub97c \ub4e4\uc5b4, \uae30\uc0ac\uc758 \ubb38\uc7a5\uc774\ub098 \ub2e8\ub77d\uc744 \uc800\uc7a5\ud558\ub294 \uacbd\uc6b0, \ud574\ub2f9 \ubb38\uc7a5\uc774\ub098 \ub2e8\ub77d\uc774 \uc2dc\uc791\ub418\ub294 \uc704\uce58\uc5d0 \ub300\ud55c \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uac12\uc774 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 \uc18c\uc2a4\uc758 \uac12\uacfc \uc77c\uce58\ud558\ub294\uc9c0 \ud655\uc778\ud558\uc138\uc694. \uc548\uc804\uc744 \uc704\ud574 \uccab \ubb38\uc7a5, \uc2dc\uc791 \ubc0f \ub05d \uac12, \ub9c8\uc9c0\ub9c9 \ubb38\uc7a5\ubd80\ud130 \ud14c\uc2a4\ud2b8\ud558\uc138\uc694.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"9_Backup_your_data\"><\/span><strong>9. \ub370\uc774\ud130 \ubc31\uc5c5\ud558\uae30.<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uc774\ub294 \uc124\uba85\uc774 \ud544\uc694 \uc5c6\uc744 \uac83\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc815\uae30\uc801\uc73c\ub85c \ubc31\uc5c5\ud558\uc138\uc694.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"10_Build_and_think_for_the_future\"><\/span><strong>10. \ubbf8\ub798\ub97c \uc704\ud574 \uc0dd\uac01\ud558\uace0 \uad6c\ucd95\ud558\uc138\uc694.<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub77c\ubca8\uc774 \ubd99\uc740 \ub370\uc774\ud130\ub97c \ucda9\ubd84\ud788 \uc218\uc9d1\ud558\ub294 \ub370\ub294 \uba87 \ub144\uc774 \uac78\ub9ac\ub294 \uacbd\uc6b0\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\uc815 \uc601\uc5ed\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uace0 \uc2f6\ub2e4\uba74 \ud574\uacb0\ud558\uace0\uc790 \ud558\ub294 \ubb38\uc81c\uc640 \uad00\ub828\ub41c \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130\uc640 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\ub97c \ucd5c\ub300\ud55c \ub9ce\uc774 \uc218\uc9d1\ud558\uace0 \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc138\uc694.<\/p>\n<p>\u00a0<\/p>\n<p>\uc2dc\uc791\ud560 \uc900\ube44\uac00 \ub418\uc168\ub098\uc694? \uc800\ud76c\uc758 <a href=\"http:\/\/skimai.com\/ko\/%eb%b8%94%eb%a1%9c%ea%b7%b8\/\">\uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \uad00\ud55c \ub2e4\ub978 \uae00<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>10 Best Practices for Storing Labeled Data You just had your big idea. You read a lot, and you thought it would be interesting to have a classifier that labels a speaker\u2019s tone and determines their political affiliation. How would you begin to break down the problem so that you can use machine learning to [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":2564,"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":[67,78],"tags":[94,85,92,79,84,93],"class_list":["post-2560","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ml-nlp","category-ai-project-management","tag-best-practices","tag-checklist","tag-data","tag-how-to","tag-machine-learning","tag-storage"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>10 Best Practices for Storing Labeled Data - Skim AI<\/title>\n<meta name=\"description\" content=\"Ten best practices for storing labeled data for successful machine learning projects. 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