{"id":2873,"date":"2020-03-20T16:33:49","date_gmt":"2020-03-20T21:33:49","guid":{"rendered":"http:\/\/skimai.com\/?p=2873"},"modified":"2024-05-20T07:38:34","modified_gmt":"2024-05-20T12:38:34","slug":"%eb%a8%b8%ec%8b%a0-%eb%9f%ac%eb%8b%9d-%ed%94%84%eb%a1%9c%ec%a0%9d%ed%8a%b8-%ec%8b%9c%ec%9e%91-%ec%b2%b4%ed%81%ac%eb%a6%ac%ec%8a%a4%ed%8a%b8","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/","title":{"rendered":"\uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ubb3c\uc5b4\ubd10\uc57c \ud560 10\uac00\uc9c0 \uc9c8\ubb38"},"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\/checklist-starting-a-machine-learning-project\/#10_Questions_to_Ask_Before_Starting_a_Machine_Learning_Project\" >\uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ubb3c\uc5b4\ubd10\uc57c \ud560 10\uac00\uc9c0 \uc9c8\ubb38<\/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\/checklist-starting-a-machine-learning-project\/#Questions_to_Ask_Before_Starting_a_Machine_Learning_Project\" >\uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ubb3c\uc5b4\ubd10\uc57c \ud560 10\uac00\uc9c0 \uc9c8\ubb38<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#1_What_is_the_core_problem_and_focus_of_the_project\" >1) \ud504\ub85c\uc81d\ud2b8\uc758 \ud575\uc2ec \ubb38\uc81c\uc640 \ucd08\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#2_What_metrics_will_be_used_to_gauge_success_of_the_project_and_at_what_thresholds\" >2) \ud504\ub85c\uc81d\ud2b8\uc758 \uc131\uacf5 \uc5ec\ubd80\ub97c \uce21\uc815\ud558\ub294 \ub370 \uc5b4\ub5a4 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud560 \uac83\uc774\uba70, \uc5b4\ub5a4 \uc784\uacc4\uac12\uc744 \uae30\uc900\uc73c\ub85c \uc0bc\uc744 \uac83\uc778\uac00\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#3_How_much_data_do_we_have_to_start_with\" >3) \uc5bc\ub9c8\ub098 \ub9ce\uc740 \ub370\uc774\ud130\ub85c \uc2dc\uc791\ud574\uc57c \ud558\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#4_How_much_data_can_be_labeled_before_the_project_begins_and_how_much_can_you_generate_per_month\" >4) \ud504\ub85c\uc81d\ud2b8\uac00 \uc2dc\uc791\ub418\uae30 \uc804\uc5d0 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ub77c\ubca8\ub9c1\ud560 \uc218 \uc788\uc73c\uba70 \ud55c \ub2ec\uc5d0 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#5_How_much_subjectivity_is_involved_in_the_labeling_by_the_human_annotators\" >5) \uc778\uac04 \uc5b4\ub178\ud14c\uc774\ud130\uc758 \ub77c\ubca8\ub9c1\uc5d0\ub294 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \uc8fc\uad00\uc131\uc774 \uac1c\uc785\ub418\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#6_What_metadata_will_be_available_for_each_document\" >6) \uac01 \ubb38\uc11c\uc5d0 \uc5b4\ub5a4 \uba54\ud0c0\ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#7_Is_it_possible_to_get_access_to_lists_of_entities_that_we_will_encounter\" >7) \uc55e\uc73c\ub85c \ub9cc\ub098\uac8c \ub420 \uc5d4\ud2f0\ud2f0 \ubaa9\ub85d\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#8_Is_there_anything_we_can_do_to_help_speed_up_the_data_gatheringlabeling_process\" >8) \ub370\uc774\ud130 \uc218\uc9d1\/\ub77c\ubca8\ub9c1 \ud504\ub85c\uc138\uc2a4\uc758 \uc18d\ub3c4\ub97c \ub192\uc774\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\ub294 \ubc29\ubc95\uc774 \uc788\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#9_Is_there_any_existing_unlabeled_data_from_the_same_domain_or_any_existing_labeled_data_thats_unsemi-related_to_the_pilot_prediction_task\" >9) \ub3d9\uc77c\ud55c \ub3c4\uba54\uc778\uc758 \uae30\uc874 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130 \ub610\ub294 \ud30c\uc77c\ub7ff \uc608\uce21 \uc791\uc5c5\uacfc \uad00\ub828\uc774 \uc5c6\uac70\ub098 \ubc18 \uad00\ub828\uc131\uc774 \uc788\ub294 \uae30\uc874 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\uac00 \uc788\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/ko\/checklist-starting-a-machine-learning-project\/#10_Is_there_any_known_database_of_the_domain_specific_text_that_share_similar_vocabulary_and_entities\" >10) \uc720\uc0ac\ud55c \uc5b4\ud718(\ubc0f \uac1c\uccb4)\ub97c \uacf5\uc720\ud558\ub294 \ub3c4\uba54\uc778\ubcc4 \ud14d\uc2a4\ud2b8\uc5d0 \ub300\ud55c \uc54c\ub824\uc9c4 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc788\ub098\uc694?<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"10_Questions_to_Ask_Before_Starting_a_Machine_Learning_Project\"><\/span>\uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ubb3c\uc5b4\ubd10\uc57c \ud560 10\uac00\uc9c0 \uc9c8\ubb38<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>    80% \uc774\uc0c1\uc758 \ub370\uc774\ud130 \uacfc\ud559 \ud504\ub85c\uc81d\ud2b8\uac00 \ud14c\uc2a4\ud2b8\ub97c \ub118\uc5b4 \ud504\ub85c\ub355\uc158 \ub2e8\uacc4\ub85c \ub118\uc5b4\uac00\uc9c0 \ubabb\ud569\ub2c8\ub2e4. \ubaa8\ub450\uac00 \uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud55c\ub2e4\uba74 \uc5b4\ub514\uc5d0\uc11c \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud558\uace0 \uc788\uc744\uae4c\uc694? \uc758\uc2ec\ud560 \uc5ec\uc9c0 \uc5c6\uc774 \uba38\uc2e0\ub7ec\ub2dd \uc194\ub8e8\uc158\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uac70\ub098 \ubd84\uc11d\ud558\ub294 \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc885\uc0ac\ud558\ub294 \uc0ac\ub78c\ub4e4\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc5ec\uc90d\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \ud504\ub85c\uc81d\ud2b8\ub97c \uc5b4\ub5bb\uac8c \uad6c\ud604\ud560\uc9c0\uc5d0 \ub300\ud55c \ub9c9\uc5f0\ud55c \ub450\ub824\uc6c0 \ub54c\ubb38\uc5d0 \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uc9c0 \ubabb\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.\u00a0<\/code><\/pre>\n<p>\uadf8\ub807\ub2e4\uba74 \uc5b4\ub5bb\uac8c \uadf8\ub7f0 \uc791\uc5c5\uc5d0 \uc811\uadfc\ud558\uae30 \uc2dc\uc791\ud560\uae4c\uc694? \ucf54\ub07c\ub9ac\ub97c \uba39\ub294 \uac83\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \ud55c \uc785 \ud55c \uc785 \uba39\uc5b4 \ub098\uac00\uba74 \ub429\ub2c8\ub2e4. \ud300\uc744 \uc774\ub04c\uace0 \ud45c\uc900 AI \ud50c\ub7ab\ud3fc\uc744 \uad6c\ucd95\ud55c \uacbd\ud5d8\uc744 \ud1b5\ud574(<a href=\"http:\/\/skimai.com\/ko\/\">Skim AI Chrome \ub3c4\uad6c \ubaa8\uc74c<\/a>)\uc640 \ub9de\ucda4\ud615 \uc194\ub8e8\uc158\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uace0, \uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ud574\uc57c \ud560 10\uac00\uc9c0 \uc9c8\ubb38\uc744 \uc815\ub9ac\ud574 \ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774 10\uac00\uc9c0 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\uc744 \ud1b5\ud574 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc811\uadfc\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uba85\ud655\ud55c \uae30\ucd08\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Questions_to_Ask_Before_Starting_a_Machine_Learning_Project\"><\/span>\uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ubb3c\uc5b4\ubd10\uc57c \ud560 10\uac00\uc9c0 \uc9c8\ubb38<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>        <h3><span class=\"ez-toc-section\" id=\"1_What_is_the_core_problem_and_focus_of_the_project\"><\/span>1) \ud504\ub85c\uc81d\ud2b8\uc758 \ud575\uc2ec \ubb38\uc81c\uc640 \ucd08\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>      \n    <p>\uc774 \uc9c8\ubb38\uc5d0 \ub300\ud55c \uba87 \uac00\uc9c0 \uc720\ud6a8\ud55c \ub2f5\ubcc0\uc774 \uc788\uc73c\ubbc0\ub85c \uc774\ub97c \uc138\ubd84\ud654\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uba3c\uc800, \uc804\uccb4 \ubaa9\ud45c\ub97c \ud30c\uc545\ud558\uc138\uc694: \uc815\ubcf4\ub97c \ucd94\ucd9c\ud574\uc57c \ud558\ub098\uc694, \uc544\ub2c8\uba74 \uc815\ubcf4\ub97c \ubd84\ub958\ud574\uc57c \ud558\ub098\uc694?\u00a0<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\ub2e4\uc74c\uc73c\ub85c, \uc5b4\ub5a4 \uc138\ubd80 \uc218\uc900\uc5d0\uc11c \uc2e4\ud589\ud574\uc57c \ud558\ub294\uc9c0 \ud30c\uc545\ud558\uc138\uc694. \uc608\ub97c \ub4e4\uc5b4, \ubaa8\ub378\uc774 \ubb38\uc7a5 \uc218\uc900\ubcc4\ub85c \ubd84\uc11d\ud574\uc57c \ud560\uae4c\uc694, \uc544\ub2c8\uba74 \uc804\uccb4 \ubb38\uc11c \uc218\uc900\uc5d0\uc11c \ubd84\uc11d\ud574\uc57c \ud560\uae4c\uc694? \uc544\ub2c8\uba74 \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uad6c\ud604\ud558\uae30\uc5d0 \uc801\ud569\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\ub294 \ub2e8\ub77d\uc758 \ubb38\uc7a5 \ud558\uc704 \uc9d1\ud569\uacfc \uac19\uc740 \uc0ac\uc6a9\uc790 \uc815\uc758\uac00 \ud544\uc694\ud55c\uac00\uc694?<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_What_metrics_will_be_used_to_gauge_success_of_the_project_and_at_what_thresholds\"><\/span>2) \ud504\ub85c\uc81d\ud2b8\uc758 \uc131\uacf5 \uc5ec\ubd80\ub97c \uce21\uc815\ud558\ub294 \ub370 \uc5b4\ub5a4 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud560 \uac83\uc774\uba70, \uc5b4\ub5a4 \uc784\uacc4\uac12\uc744 \uae30\uc900\uc73c\ub85c \uc0bc\uc744 \uac83\uc778\uac00\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\uc6d0\ud558\ub294 \uc815\ub7c9\uc801 \uacb0\uacfc\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4. \uc790\ub3d9\ud654\ub41c \ub370\uc774\ud130 \ucd94\ucd9c\uc744 \ud1b5\ud574 \ubd84\ub958\ub418\ub294 \ub370\uc774\ud130\uc758 \uc591\uc744 \ub298\ub9ac\uace0 \uc2f6\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacbd\uc6b0 \uc5bc\ub9c8\ub098 \ub298\ub9b4\uc9c0 \uba85\uc2dc\ud574\uc57c \ud569\ub2c8\ub2e4. \ub610\ub294 \ud68c\uc0ac \uc804\uccb4\ub85c \ubd84\ub958\ud558\ub294 \ub370\uc774\ud130\uc758 \uc591\uc744 \ub298\ub9ac\uac70\ub098 \ud2b9\uc815 \uc218\uc900\uc758 \uc815\ud655\ub3c4\ub85c \uc608\uce21\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\uc758 \uc591\uc744 \ub298\ub9ac\uace0 \uc2f6\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ubaa9\ud45c\uac00 \ubb34\uc5c7\uc774\ub4e0, \uc774\ub97c \uba85\ud655\ud788 \ud558\uace0 \uce21\uc815 \uac00\ub2a5\ud55c \uc9c0\ud45c\ub97c \uc124\uc815\ud558\uc138\uc694.<\/p>     \n        <h3><span class=\"ez-toc-section\" id=\"3_How_much_data_do_we_have_to_start_with\"><\/span>3) \uc5bc\ub9c8\ub098 \ub9ce\uc740 \ub370\uc774\ud130\ub85c \uc2dc\uc791\ud574\uc57c \ud558\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>     \n    <p>\uc774\uc0c1\uc801\uc73c\ub85c\ub294 2~5,000\uac1c\uc758 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub85c \uc2dc\uc791\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. <em>\uac01<\/em> \ubd84\ub958 \uce74\ud14c\uace0\ub9ac\ub85c \ubd84\ub958\ud558\uc138\uc694. \ubaa8\ub378\uc5d0\uc11c \ub808\uc774\uc5b4\ub85c \uc0ac\uc6a9\ud560 \ub77c\ubca8\uc774 \uc5c6\ub294 \uc6d0\uc2dc \ud14d\uc2a4\ud2b8, \uae30\uc0ac \ub610\ub294 \uc774\uc5d0 \uc0c1\uc751\ud558\ub294 5\ub9cc~10\ub9cc \uac1c\uc758 \uc870\uac01\uc744 \ucd94\uac00\ub85c \ud655\ubcf4\ud574 \ub450\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \ub274\uc2a4 \ub370\uc774\ud130\uc5d0\uc11c \uc81c\ud488\uc5d0 \ub300\ud55c \uc5b8\uae09\uc5d0 \ub300\ud55c \uac10\uc131\uc5b4 \ub610\ub294 \uae30\ud0c0 \ubd84\ub958\uae30\ub97c \uad6c\ucd95\ud558\ub294 \uacbd\uc6b0, \ud574\ub2f9 \uae30\uc0ac\uc5d0 \ub77c\ubca8\uc774 \uc9c0\uc815\ub418\uc5b4 \uc788\uc9c0 \uc54a\ub354\ub77c\ub3c4 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub824\ub294 \uc81c\ud488 \ubc0f \uc0b0\uc5c5\uc744 \uc5b8\uae09\ud558\ub294 \uc218\uc2ed\ub9cc \uac1c\uc758 \ub274\uc2a4 \uc870\uac01\uc774 \uc788\uc73c\uba74 \uc88b\uc2b5\ub2c8\ub2e4. <\/p>     \n        <h3><span class=\"ez-toc-section\" id=\"4_How_much_data_can_be_labeled_before_the_project_begins_and_how_much_can_you_generate_per_month\"><\/span>4) \ud504\ub85c\uc81d\ud2b8\uac00 \uc2dc\uc791\ub418\uae30 \uc804\uc5d0 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ub77c\ubca8\ub9c1\ud560 \uc218 \uc788\uc73c\uba70 \ud55c \ub2ec\uc5d0 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>     \n    <p>\uc9c8\ubb38 3\uc5d0\uc11c \uc5b8\uae09\ud588\ub4ef\uc774, \uc0ac\ub78c\uc758 \uc815\ud655\ub3c4\uc5d0 \uac00\uae4c\uc6b4 \uacb0\uacfc\ub97c \uc81c\uacf5\ud558\ub294 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub824\uba74 \uce74\ud14c\uace0\ub9ac\ub2f9 \ucd5c\uc18c 5,000\uac1c\uc758 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ud604\uc2e4\uc801\uc778 \ud0c0\uc784\ub77c\uc778\uc744 \ub9cc\ub4e4\ub824\uba74 \uccab \ubc88\uc9f8 \uc138\ud2b8\ub97c \uc218\ub3d9\uc73c\ub85c \ub77c\ubca8\ub9c1\ud558\ub294 \ub370 \uac78\ub9ac\ub294 \uc2dc\uac04\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>     \n        <h3><span class=\"ez-toc-section\" id=\"5_How_much_subjectivity_is_involved_in_the_labeling_by_the_human_annotators\"><\/span>5) \uc778\uac04 \uc5b4\ub178\ud14c\uc774\ud130\uc758 \ub77c\ubca8\ub9c1\uc5d0\ub294 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \uc8fc\uad00\uc131\uc774 \uac1c\uc785\ub418\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>      \n    <p style=\"text-align: center;\">\ubc29\ubc95\ub860\uc5d0 \ub300\ud574:<\/code><\/pre>\n<p>\uc720\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\uae30 \uc704\ud574 \uc2dc\uc2a4\ud15c\uc744 \ub2e8\uc21c\ud654\ud574\uc57c \ud560 \ub54c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc774\uc720\ub294 \uce74\ud14c\uace0\ub9ac\ub97c \uad6c\ubd84\ud560 \uc218 \uc788\ub294 \uc778\uac04 \uc218\uc900\uc758 \uc815\ud655\ub3c4\ub85c \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\uac00 \ucda9\ubd84\ud558\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc778 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\u00a0<\/p>\n<p>\ubd84\ub958 \ubc29\ubc95\ub860\uc774 \uc0ac\ub78c\uc774 \uc774\ud574\ud558\uae30 \uc26c\uc6b4\uac00\uc694? \ubd84\ub958 \ubc94\uc8fc\uac00 \ub69c\ub837\ud558\uace0 \ubc94\uc8fc \uac04\uc5d0 \uc5b4\ud718 \ucc28\uc774\uac00 \uc788\ub098\uc694, \uc544\ub2c8\uba74 \uc8fc\uad00\uc801\uc774\uace0 \uaddc\uce59\uc744 \ud655\uc2e4\ud558\uac8c \uc815\uc758\ud560 \uc218 \uc5c6\uc5b4 \uad6c\ubd84\ud558\uae30 \uc5b4\ub824\uc6b4\uac00\uc694?<\/p>\n<p>\u00a0<\/p>\n<p>\uc0ac\ub78c\uc774 1~2\ucd08 \ub0b4\uc5d0 \uacb0\uc815\uc744 \ub0b4\ub9ac\uc9c0 \ubabb\ud558\uba74 \uae30\uacc4\ub294 \ubb38\uc81c\uac00 \uc788\ub294 \uac83\uc785\ub2c8\ub2e4. \uc77c\ubd80 \ud300\uc740 '\ud63c\ud569' \ubd84\ub958 \uce74\ud14c\uace0\ub9ac\ub97c \ub9cc\ub4e4\uc5b4 \uc774\ub97c \uc644\ud654\ud558\uace0, \ud14c\uc2ac\ub77c\uac00 \ud63c\ub780\uc2a4\ub7ec\uc6b4 \uc0c1\ud669\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ud574\uc57c \ud560\uc9c0 \ubaa8\ub97c \ub54c \uc6b4\uc804\uc790\uc5d0\uac8c \uc2a4\ud2f0\uc5b4\ub9c1 \ud720\uc744 \uc81c\uc5b4\ud558\ub3c4\ub85d \uc694\uccad\ud558\ub294 \uac83\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \ubd84\uc11d\uac00\uc758 \uac80\ud1a0\ub97c \uc704\ud574 \uce74\ud14c\uace0\ub9ac\uc5d0 \ud50c\ub798\uadf8\ub97c \uc9c0\uc815\ud569\ub2c8\ub2e4.<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_What_metadata_will_be_available_for_each_document\"><\/span>6) \uac01 \ubb38\uc11c\uc5d0 \uc5b4\ub5a4 \uba54\ud0c0\ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uac01 \ubb38\uc11c\uc5d0\uc11c \uc218\uc9d1\ud560 \uc218 \uc788\ub294 \uc815\ubcf4\ub97c \uacb0\uc815\ud558\uba74 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uc791\uc131\uc790, \ub0a0\uc9dc, \uc2dc\uac04, \uc2e0\ubb38 \uc139\uc158, \uc704\uce58, \ucd9c\ucc98, \uce74\ud14c\uace0\ub9ac \ub610\ub294 \uad00\ub828 \ub2e8\uccb4 \ub4f1\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4(\ub2e4\ub978 \ub9ce\uc740 \uac83\ub4e4 \uc911\uc5d0\uc11c\ub3c4). <\/p>      \n        <h3><span class=\"ez-toc-section\" id=\"7_Is_it_possible_to_get_access_to_lists_of_entities_that_we_will_encounter\"><\/span>7) \uc55e\uc73c\ub85c \ub9cc\ub098\uac8c \ub420 \uc5d4\ud2f0\ud2f0 \ubaa9\ub85d\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>       \n    <p>\ub300\ubd80\ubd84\uc758 \ub370\uc774\ud130 \ucd94\ucd9c \ud504\ub85c\uc81d\ud2b8\ub294 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc5d4\ud2f0\ud2f0(\uc0ac\ub78c, \uc7a5\uc18c, \uc0ac\ubb3c)\ub97c \uc27d\uac8c \ucd94\ucd9c\ud558\uae30\ub97c \uc6d0\ud569\ub2c8\ub2e4. \ub9ce\uc740 \ud68c\uc0ac\uc5d0\uc11c \ud574\ub2f9 \ub370\uc774\ud130\ub97c \ud2b9\uc815 \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0 \ub9e4\ud551\ud558\uac70\ub098 \uc5d4\ud2f0\ud2f0 \uc218\uc900 \ubd84\uc11d\uc744 \ucd5c\uc885 \uc0ac\uc6a9\uc790(\ud074\ub77c\uc774\uc5b8\ud2b8 \ub610\ub294 \uace0\uac1d\uc77c \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4)\uc5d0\uac8c \ud45c\uc2dc\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8\uc758 \uc5d4\ud2f0\ud2f0\ub97c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc5d4\ud2f0\ud2f0\uc640 \uc77c\uce58\uc2dc\ucf1c\uc57c \ud558\ub294 \uacbd\uc6b0, \uc6d0\ud558\ub294 \uc77c\uce58 \ud56d\ubaa9\uc744 \uc791\uc131\ud558\ub294 \uac83\uc774 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\ub610\ud55c \uc774\ubbf8 \ud14d\uc2a4\ud2b8\uc5d0 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \uc5d4\ud2f0\ud2f0\uac00 \uc788\ub294 \uacbd\uc6b0, \uc0c8 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc5d4\ud2f0\ud2f0\ub97c \ucd94\ucd9c\ud558\ub294 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uba74 \ub192\uc740 \uc218\uc900\uc758 \uc815\ud655\ub3c4\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ud558\ub098\uc758 \ud1b5\ud569\ub41c \uc5d4\ud2f0\ud2f0\uc758 \ubaa8\ub4e0 \ubcc0\ud615\uc5d0 \ub77c\ubca8\uc744 \ubd99\uc774\ub294 \uac83\uc774 \ubaa9\ud45c\uc778 \uacbd\uc6b0(\uc608: 'Facebook', 'WhatsApp', 'Instagram'\uc744 \uacf5\uc720 \uc8fc\uc2dd \uae30\ud638 'FB'\uc5d0 \uc77c\uce58\uc2dc\ud0a4\ub294 \uacbd\uc6b0)\uc5d0\ub294 \ub354\uc6b1 \uadf8\ub807\uc2b5\ub2c8\ub2e4. \uc5d4\ud2f0\ud2f0\uc758 \ub9c8\uc2a4\ud130 \ubaa9\ub85d\uc744 \ub9cc\ub4dc\ub294 \uac83\uc740 \ud14d\uc2a4\ud2b8\uc5d0 \uc5b8\uae09\ub41c \uc5d4\ud2f0\ud2f0\ub97c \ub2e4\uc591\ud55c \ubc29\ubc95\uc73c\ub85c \ucc3e\uc740 \ub2e4\uc74c BI \ub300\uc2dc\ubcf4\ub4dc\uc640 \uac19\uc740 \ud074\ub77c\uc774\uc5b8\ud2b8\ub97c \ud5a5\ud55c \ud504\ub7f0\ud2b8\uc5d4\ub4dc \uc778\ud130\ud398\uc774\uc2a4\uc5d0 \ud45c\uc2dc\ud574\uc57c \ud558\ub294 \uacbd\uc6b0\uc5d0\ub3c4 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Is_there_anything_we_can_do_to_help_speed_up_the_data_gatheringlabeling_process\"><\/span>8) \ub370\uc774\ud130 \uc218\uc9d1\/\ub77c\ubca8\ub9c1 \ud504\ub85c\uc138\uc2a4\uc758 \uc18d\ub3c4\ub97c \ub192\uc774\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\ub294 \ubc29\ubc95\uc774 \uc788\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\ub370\uc774\ud130\ub294 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \uacbd\uc7c1 \uc6b0\uc704\uc785\ub2c8\ub2e4. \ud5a5\ud6c4 \ud504\ub85c\uc81d\ud2b8\ub97c \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 \uc0ac\ub0b4 \ub610\ub294 \uc544\uc6c3\uc18c\uc2f1\uc744 \ud1b5\ud574 \uc774 \uae30\ub2a5\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\uc0ac\ub0b4 \ud300\uc774 \uc5c6\ub294 \uacbd\uc6b0 \uc778\ub3c4\ub098 \ub3d9\uc720\ub7fd\uc5d0 \uc788\ub294 \ud68c\uc0ac\uc5d0 \ub370\uc774\ud130 \uc218\uc9d1\uc744 \uc544\uc6c3\uc18c\uc2f1\ud558\ub294 \uac83\uc744 \uace0\ub824\ud558\uc138\uc694. \uc774 \uc5c5\uccb4\ub4e4\uc740 \ub77c\ubca8 \uc81c\uc791 \uc2dc\uc2a4\ud15c\uc758 \uc815\uad50\ud568\uc5d0 \ub530\ub77c \ub370\uc774\ud130 \uc218\uc9d1 \uc5c5\uccb4\ub2f9 \uc6d4 500~1,000\ub2ec\ub7ec\uc758 \ub9e4\uc6b0 \uacbd\uc7c1\ub825 \uc788\ub294 \uc694\uae08\uc744 \ucc45\uc815\ud569\ub2c8\ub2e4.<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Is_there_any_existing_unlabeled_data_from_the_same_domain_or_any_existing_labeled_data_thats_unsemi-related_to_the_pilot_prediction_task\"><\/span>9) \ub3d9\uc77c\ud55c \ub3c4\uba54\uc778\uc758 \uae30\uc874 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130 \ub610\ub294 \ud30c\uc77c\ub7ff \uc608\uce21 \uc791\uc5c5\uacfc \uad00\ub828\uc774 \uc5c6\uac70\ub098 \ubc18 \uad00\ub828\uc131\uc774 \uc788\ub294 \uae30\uc874 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\uac00 \uc788\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\uc608\ub97c \ub4e4\uc5b4 \uc774 \ud2b9\uc815 \ubb38\uc81c \ub610\ub294 \ud5a5\ud6c4 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \ub2e4\ub978 \ub3c4\uba54\uc778\ubcc4 \ubb38\uc11c\uc5d0 \ub300\ud574 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ub41c \ub808\uc774\ube14\uc744 \uc9c0\uc815\ud574\uc57c \ud560 \ub370\uc774\ud130\uac00 \uc544\uc9c1 \ub9ce\uc774 \ub0a8\uc544 \uc788\ub098\uc694?<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\uadf8\ub807\ub2e4\uba74 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uac70\ub098 \ub9de\ucda4\ud654\ud558\uc5ec \ub300\ubd80\ubd84\uc758 \uc194\ub8e8\uc158\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub3c4 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc774 \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ud14d\uc2a4\ud2b8\uc5d0 \uc774\ubbf8 \uc874\uc7ac\ud558\ub294 \uad00\uacc4\uc5d0\uc11c \uc758\ubbf8\ub97c \ucd94\ucd9c\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Is_there_any_known_database_of_the_domain_specific_text_that_share_similar_vocabulary_and_entities\"><\/span>10) \uc720\uc0ac\ud55c \uc5b4\ud718(\ubc0f \uac1c\uccb4)\ub97c \uacf5\uc720\ud558\ub294 \ub3c4\uba54\uc778\ubcc4 \ud14d\uc2a4\ud2b8\uc5d0 \ub300\ud55c \uc54c\ub824\uc9c4 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc788\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\uc704\uc5d0\uc11c \uc5b8\uae09\ud55c \uac83\uacfc \uac19\uc740 \uc774\uc720\ub85c \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130\ub294 ML\/NLP\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc885\uc885 \ub204\uad70\uac00 \ub610\ub294 \uc77c\ubd80 \ub370\uc774\ud130 \uc81c\uacf5\uc5c5\uccb4\uac00 \uc2dc\uc791\ud558\ub294 \ub370 \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \ubb34\ub8cc\ub85c \uc81c\uacf5\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ub9ce\uc740 \uc5f0\uad6c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \ube44\uc0c1\uc5c5\uc801 \uc6a9\ub3c4\ub85c \ub370\uc774\ud130 \uc9d1\ud569\uc744 \uacf5\uc720\ud558\ub294 \uac83\uc744 \uace0\ub824\ud569\ub2c8\ub2e4. \uc774\uba54\uc77c\uc744 \ubcf4\ub0b4\uba74 \ub429\ub2c8\ub2e4. \uc561\uc138\uc2a4\ud558\ub294 \ub370 \ud544\uc694\ud55c \ube44\uc6a9\uacfc API\uac00 \uc788\ub294\uc9c0 \uc54c\uc544\ubcf4\uc138\uc694.\u00a0<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>Google, Facebook, \uc815\ubd80, \uc2dc\uc7a5 \ub370\uc774\ud130 \uc81c\uacf5\uc5c5\uccb4, \uc5f0\uad6c \ud504\ub85c\uc81d\ud2b8 \ub4f1\uc774 \ucee4\ubba4\ub2c8\ud2f0\uc5d0 \uc81c\uacf5\ud558\ub294 \ub370\uc774\ud130\ub85c \ucd08\uae30 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc44\uc6b0\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub77c\ubca8\uc774 \uc9c0\uc815\ub41c \uc790\uccb4 \ub370\uc774\ud130\uac00 \uc801\ub354\ub77c\ub3c4 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uac00 \uc788\uc73c\uba74 \ubaa8\ub378\uc5d0\uc11c \ub354 \ub9ce\uc740 \uac83\uc744 \uc5bb\uc744 \uc218 \uc788\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>10 Questions to Ask Before Starting a Machine Learning Project Over 80% of data science projects fail to go beyond testing and into production. If everyone is starting a machine learning project, where is it going wrong? Undoubtedly, ML solutions increase efficiencies for those who are in the business of gathering or analyzing large swaths [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":2881,"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":[85,79,84,75],"class_list":["post-2873","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-ml-nlp","category-ai-project-management","tag-checklist","tag-how-to","tag-machine-learning","tag-nlp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>10 Questions to Ask Before Starting a Machine Learning Project<\/title>\n<meta name=\"description\" content=\"Checklist for starting a Machine Learning project. 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