{"id":4902,"date":"2022-12-21T17:39:41","date_gmt":"2022-12-21T22:39:41","guid":{"rendered":"http:\/\/skimai.com\/?p=4902"},"modified":"2024-04-29T17:27:39","modified_gmt":"2024-04-29T22:27:39","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%eb%a5%bc-%ec%9d%b4%eb%81%8c%ea%b8%b0-%ec%9c%84%ed%95%9c-%ed%8c%81","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/tips-for-leading-a-machine-learning-project\/","title":{"rendered":"\uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc774\ub04c\uae30 \uc704\ud55c \ud301"},"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\/tips-for-leading-a-machine-learning-project\/#6_Tips_For_Leading_a_Machine_Learning_Project\" >\uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc774\ub04c\uae30 \uc704\ud55c 6\uac00\uc9c0 \ud301<\/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\/tips-for-leading-a-machine-learning-project\/#1_Define_Goals_and_Specify_Project_Requirements\" >1. \ubaa9\ud45c \uc815\uc758 \ubc0f \ud504\ub85c\uc81d\ud2b8 \uc694\uad6c \uc0ac\ud56d \uc9c0\uc815<\/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\/tips-for-leading-a-machine-learning-project\/#2_Create_A_Checklist_Before_Starting_Your_ML_Project\" >2. ML \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \uccb4\ud06c\ub9ac\uc2a4\ud2b8 \ub9cc\ub4e4\uae30<\/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\/tips-for-leading-a-machine-learning-project\/#3_Plan_and_Define_the_Iterative_Process\" >3. \ubc18\ubcf5 \ud504\ub85c\uc138\uc2a4 \uacc4\ud68d \ubc0f \uc815\uc758<\/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\/tips-for-leading-a-machine-learning-project\/#4_Gather_Historical_Data_From_Existing_Systems\" >4. \uae30\uc874 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uacfc\uac70 \ub370\uc774\ud130 \uc218\uc9d1<\/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\/tips-for-leading-a-machine-learning-project\/#5_Ensure_Access_to_Necessary_Data\" >5. \ud544\uc694\ud55c \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4 \ubcf4\uc7a5<\/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\/tips-for-leading-a-machine-learning-project\/#6_Evaluate_and_Obtain_the_Right_Tech_Stack\" >6. \uc62c\ubc14\ub978 \uae30\uc220 \uc2a4\ud0dd \ud3c9\uac00 \ubc0f \ud655\ubcf4<\/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\/tips-for-leading-a-machine-learning-project\/#How_Can_Skim_AI_Help\" >Skim AI\ub294 \uc5b4\ub5a4 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\ub098\uc694?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"6_Tips_For_Leading_a_Machine_Learning_Project\"><\/span>\uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc774\ub04c\uae30 \uc704\ud55c 6\uac00\uc9c0 \ud301<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/221209-4_Tips-For-Leading-a-Machine-Learning-Projec-1200x628-1.jpg\" alt=\"\"><\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ub354 \uc774\uc0c1 \uacfc\ub300 \uad11\uace0\ub098 \uc720\ud589\uc5b4\uac00 \uc544\ub2d9\ub2c8\ub2e4. \ud55c\ub54c \ucd5c\uc804\uc120\uc5d0 \uc788\ub358 \uc774 \uae30\uc220\uc740 \uc774\uc81c \uae30\uc5c5\uacfc \uc2a4\ud0c0\ud2b8\uc5c5\uc758 \uae30\uc220 \uc2a4\ud0dd\uc5d0\uc11c \uc911\uc694\ud55c \uad6c\uc131 \uc694\uc18c\ub85c \ubc1c\uc804\ud588\uc73c\uba70, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc744 \ubcc0\ud654\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd(ML)\uc740 \uae30\uc5c5\uc758 \uc758\uc0ac\uacb0\uc815 \ud504\ub85c\uc138\uc2a4\uc640 \ubc00\uc811\ud558\uac8c \uc5f0\uad00\ub418\uc5b4 \uc788\uae30 \ub54c\ubb38\uc5d0 \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220 \uc2a4\ud0dd\uc740 \ub2e8\uc21c\ud55c \uc815\uc801 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uac00 \uc544\ub2cc \ud558\ub098\uc758 \ud504\ub85c\uc138\uc2a4\ub77c\ub294 \uc810\uc744 \uba85\ud655\ud788 \ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uc194\ub8e8\uc158\uc740 \uc62c\ubc14\ub978 \ub370\uc774\ud130\uc758 \uac00\uc6a9\uc131\uacfc \uc591\uc5d0 \uc758\ud574 \uc88c\uc6b0\ub418\uba70, \uc774\ub294 \uc778\ud504\ub77c \uad6c\ucd95, \uc720\uc9c0 \uad00\ub9ac \ubc0f \uac1c\uc120\uc5d0 \ub300\ud55c \uc6b0\ub9ac\uc758 \uc0dd\uac01\uc744 \ubcc0\ud654\uc2dc\ud0b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc694\uc778\uc73c\ub85c \uc778\ud574 \uba38\uc2e0\ub7ec\ub2dd \uc194\ub8e8\uc158 \uad6c\ucd95\uc740 \uac04\ub2e8\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559\uc790, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc790, DevOps \uc5d4\uc9c0\ub2c8\uc5b4\ub294 \uc720\uc6a9\ud55c \uc194\ub8e8\uc158\uc744 \ub9cc\ub4e4\uae30 \uc704\ud574 \uc5ec\ub7ec \uc601\uc5ed\uc5d0\uc11c \ud611\uc5c5\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \ubb38\uc11c\uc5d0\uc11c\ub294 \uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc774\ub044\ub294 \ubaa8\ub4e0 \uc870\uc9c1\uc774 \ub530\ub77c\uc57c \ud560 6\uac00\uc9c0 \ubaa8\ubc94 \uc0ac\ub840\ub97c \uac04\ub7b5\ud558\uac8c \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_Define_Goals_and_Specify_Project_Requirements\"><\/span>1. \ubaa9\ud45c \uc815\uc758 \ubc0f \ud504\ub85c\uc81d\ud2b8 \uc694\uad6c \uc0ac\ud56d \uc9c0\uc815<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uad6c\uccb4\uc801\uc778 \ubaa9\ud45c\ub098 \ubaa9\uc801\uc744 \uc815\uc758\ud558\ub294 \uac83\uc740 \ub9d0\ucc98\ub7fc \uac04\ub2e8\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc811\uadfc \ubc29\uc2dd\uc774 \uc788\uc73c\uba70, \uc5b4\ub5a4 \uc811\uadfc \ubc29\uc2dd\uc774 \uac00\uc7a5 \uc88b\uc740\uc9c0 \ud56d\uc0c1 \uba85\ud655\ud558\uc9c0\ub294 \uc54a\uc2b5\ub2c8\ub2e4. \ubaa9\ud45c\ub97c \uba85\ud655\ud558\uac8c \uc815\uc758\ud558\ub294 \ub370 \uc2dc\uac04\uc744 \ub35c \uc4f0\uace0 \uc2f6\uc744 \uc218\ub3c4 \uc788\uc9c0\ub9cc, \ubaa9\ud45c\ub97c \uc798\ubabb \uc815\uc758\ud558\uba74 \uc194\ub8e8\uc158\uc744 \uad6c\ucd95\ud558\ub294 \ud300\uc774 \uc6b0\uc120\uc21c\uc704\ub97c \uc815\ud558\uc9c0 \ubabb\ud558\uace0 \ub2e4\uc591\ud55c \ubaa8\ub378\uc774 \ubb34\uc5c7\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\ub294\uc9c0 \ud14c\uc2a4\ud2b8\ud558\ub294 \ub370 \uc2dc\uac04\uc744 \ud5c8\ube44\ud558\uc5ec \ud504\ub85c\uc81d\ud2b8 \ucd94\uc9c4\ub825, \ud504\ub85c\uc81d\ud2b8 \ucd9c\uc2dc \uac00\ub2a5\uc131 \ubc0f \ub05d\uc5c6\ub294 \uac1c\ubc1c\ub85c \uc778\ud55c \ud22c\uc790 \uc218\uc775\ub960(ROI)\uc744 \uc783\uac8c \ub418\ubbc0\ub85c \uacb0\uad6d \ud504\ub85c\uc81d\ud2b8\uac00 \ud0c8\uc120\ud558\uac8c \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n<p>\uae30\uc5c5\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubaa9\ud45c\ub97c \uad00\ub9ac\ud558\ub824\uba74 \ubaa9\ud45c\uc640 \uc6b0\uc120\uc21c\uc704\ub97c \uba85\ud655\ud558\uac8c \uc815\uc758\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uacc4\uc18d \ud655\uc7a5\ub418\ub294 \ubc94\uc704\uc640 \ud3c9\uac00 \uae30\uc900\uc758 \ubd80\uc7ac\ub85c \uc778\ud574 \uc77c\uc815\uc774 \ucd08\uacfc\ub418\ub294 \uacbd\uc6b0\uac00 \uc885\uc885 \ubc1c\uc0dd\ud558\uba70, \uc774\ub85c \uc778\ud574 ROI\uac00 \ub192\uace0 \uae30\uc5c5\uc758 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\ub294 \uc194\ub8e8\uc158\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \uc9d1\uc911\ud558\uc9c0 \ubabb\ud558\uac8c \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud504\ub85c\uc81d\ud2b8 \uc2dc\uc791 \ub2e8\uacc4\ubd80\ud130 \ubaa8\ub450\uac00 \uac19\uc740 \ubaa9\ud45c\ub97c \ud5a5\ud574 \ub178\ub825\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_Create_A_Checklist_Before_Starting_Your_ML_Project\"><\/span>2. ML \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \uccb4\ud06c\ub9ac\uc2a4\ud2b8 \ub9cc\ub4e4\uae30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uccab \uc904\uc758 \ucf54\ub4dc\ub97c \uc791\uc131\ud558\uae30 \uc804\uc5d0 \uc9c4\ud589 \uc0c1\ud669\uc774 \uc5b4\ub5bb\uac8c \ub098\ud0c0\ub0a0\uc9c0\uc5d0 \ub300\ud55c \ud655\uc2e4\ud55c \uac1c\ub150\uc774 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. ML \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ub2e4\uc74c \uc9c8\ubb38\uc744 \uc0dd\uac01\ud574 \ubcf4\uc138\uc694:<\/p>\n<p>ML \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \ub2ec\uc131\ud558\uace0\uc790 \ud558\ub294 \ubaa9\ud45c\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<br \/>\n\uc62c\ubc14\ub978 \ub370\uc774\ud130\ub97c \ubcf4\uc720\ud558\uace0 \uc788\ub098\uc694?<br \/>\n\ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \uc5b4\ub5bb\uac8c \ud3c9\uac00\ub418\ub098\uc694?<br \/>\n\ubaa8\ub378\uc774 \uac00\ubccd\uace0 \uc0ac\uc6a9\uc790 \ucef4\ud4e8\ud130 \ub610\ub294 \ud68c\uc0ac \uc11c\ubc84\uc5d0\uc11c \uc2e4\ud589\ub418\uc5b4\uc57c \ud558\ub098\uc694?<br \/>\n\ubaa8\ub378\uc774 \ub370\uc774\ud130\ub97c \ubbf8\ub9ac \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\uae4c, \uc544\ub2c8\uba74 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\ub294 \uacbd\ub7c9 \ubaa8\ub378\uc774 \ud544\uc694\ud569\ub2c8\uae4c?<br \/>\n\ud544\uc694\ud55c \uc778\ud504\ub77c\uac00 \ub9c8\ub828\ub418\uc5b4 \uc788\ub098\uc694?<br \/>\n\ub354 \ud070 \ubaa8\ub378\uacfc \ub354 \ub9ce\uc740 GPU\uc758 \ucd94\uac00 \uc131\ub2a5\uc774 \uc2e4\uc81c\ub85c \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc911\uc694\ud560\uae4c\uc694, \uc544\ub2c8\uba74 ROI\uc758 \uac00\uce58\uac00 \uc788\uc744\uae4c\uc694?<br \/>\n\ubc30\ud3ec\ub97c \uc704\ud55c \uc694\uad6c \uc0ac\ud56d\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<br \/>\n\uc124\uba85\uc774 \ud544\uc694\ud55c\uac00\uc694?<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_Plan_and_Define_the_Iterative_Process\"><\/span>3. \ubc18\ubcf5 \ud504\ub85c\uc138\uc2a4 \uacc4\ud68d \ubc0f \uc815\uc758<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ucd08\uae30 \ubaa8\ub378\uc774 \ud504\ub85c\ub355\uc158\uc5d0 \uc0ac\uc6a9\ub418\uace0 \uc788\ub354\ub77c\ub3c4 \uc544\uc9c1 \uc791\uc5c5\uc774 \uc644\ub8cc\ub41c \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc131\uacf5\uc801\uc73c\ub85c \uad6c\ud604\ud558\uae30 \uc704\ud55c \ud575\uc2ec\uc740 \uc18c\uaddc\ubaa8\ub85c \uc2dc\uc791\ud558\uc5ec \ubcf4\uc720\ud55c \ub370\uc774\ud130\ub85c MVP\ub97c \uc2e4\ud589\ud558\uace0 \uc194\ub8e8\uc158\uc744 \ubca4\uce58\ub9c8\ud0b9\ud558\uc5ec \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\uac00 \uc778\uac04 \uc218\uc900\uc758 \uc131\ub2a5\uacfc \ube44\uc2b7\ud55c\uc9c0 \ub610\ub294 \ube44\uad50\ud560 \uc218 \uc788\ub294\uc9c0 \ud655\uc778\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \ucd94\uac00 \ubc18\ubcf5\uc744 \ud1b5\ud574 ROI\uac00 \uc788\ub294\uc9c0 \ud3c9\uac00\ud558\uace0, \ub354 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud558\ub294 \ub370 \ud22c\uc790\ud558\uace0, ML \uae30\uc220\uc774 \uc544\ub2cc \ubc29\ubc95\uc73c\ub85c \ub370\uc774\ud130\uac00 \ucda9\ubd84\ud558\uc9c0 \uc54a\uc740 \uc5e3\uc9c0 \ucf00\uc774\uc2a4\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub294\uc9c0 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n<p>\ud56d\uc0c1 \ubaa8\ub4e0 \uc0c8 \uc194\ub8e8\uc158\uc5d0 \ub300\ud574 \uc774 \uc808\ucc28\ub97c \ubc18\ubcf5\ud558\uace0 \ub2e4\uc74c \ubc18\ubcf5 \uc804\uc5d0 \ubcc0\uacbd\ud558\uc138\uc694. \ube44\uc988\ub2c8\uc2a4 \ubaa9\ud45c\ub294 \uac70\uc758 \ud56d\uc0c1 \ub2e4\ub985\ub2c8\ub2e4. \uacc4\uc0b0 \uc9d1\uc57d\uc801\uc778 \uc194\ub8e8\uc158\uc744 \uad6c\ub3d9\ud558\ub294 \uae30\ubc18 \uae30\uc220, \uc5f0\uad6c, \ubc29\ubc95, \ud558\ub4dc\uc6e8\uc5b4\uac00 \uc9c4\ud654\ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub4e0 \uac83\ub4e4\ub85c \uc778\ud574 \uc6b4\uc601 \uc911\uc778 \uc138\uacc4 \ub610\ub294 \uc5c5\uacc4\uc758 \ubcc0\ud654\ud558\ub294 \uc870\uac74, \uc791\uc5c5 \uc911\uc778 \ub370\uc774\ud130, \uc0c8\ub85c\uc6b4 \uae30\ub2a5 \ub610\ub294 \uc0c8\ub85c\uc6b4 \uc2dc\uc2a4\ud15c\uc5d0 \uc801\uc751\ud558\uae30 \uc704\ud574 \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud558\uac70\ub098 \ucd5c\uc801\ud654\ud574\uc57c \ud560 \ud544\uc694\uac00 \uc0dd\uae38 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_Gather_Historical_Data_From_Existing_Systems\"><\/span>4. \uae30\uc874 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uacfc\uac70 \ub370\uc774\ud130 \uc218\uc9d1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub54c\ub85c\ub294 \uc694\uad6c \uc0ac\ud56d\uc774 \uba85\ud655\ud558\uc9c0 \uc54a\uc544 \uc62c\ubc14\ub978 \ubaa9\ud45c\ub97c \uc989\uc2dc \ud30c\uc545\ud558\uae30 \uc5b4\ub824\uc6b4 \uacbd\uc6b0\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd\uc744 \ub808\uac70\uc2dc \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud560 \ub54c \uc774\ub7ec\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \uc218\ud589\ud560 \uc791\uc5c5\uacfc \uba38\uc2e0 \ub7ec\ub2dd\uc774 \uc218\ud589\ud560 \uae30\ub2a5\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uae30 \uc804\uc5d0 \ud604\uc7ac \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uac00\ub2a5\ud55c \ud55c \ub9ce\uc740 \uc815\ubcf4\ub97c \uc218\uc9d1\ud558\uc138\uc694. <\/p>\n<p>\uc774\ub7ec\ud55c \ubc29\uc2dd\uc73c\ub85c \uacfc\uac70 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2f9\uba74\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc774 \ub370\uc774\ud130\ub294 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud55c \uc601\uc5ed\uacfc \ucd5c\uc801\uc758 \ud589\ub3d9 \ubc29\uce68\uc744 \uc989\uc2dc \uc54c\ub824\uc904 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_Ensure_Access_to_Necessary_Data\"><\/span>5. \ud544\uc694\ud55c \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4 \ubcf4\uc7a5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ubb38\uc81c\ub97c \ud30c\uc545\ud55c \ud6c4\uc5d0\ub294 \uad00\ub828 \uc815\ubcf4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \ub370\uc774\ud130 \uc18c\uc2a4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ubb34\ub8cc\ub85c \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uc774\ub97c \uc0b4\ud3b4\ubcfc \uac00\uce58\uac00 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/www.kaggle.com\/datasets\">Kaggle<\/a> \ubc0f <a href=\"https:\/\/archive.ics.uci.edu\/ml\/index.php\">UCI \ub370\uc774\ud130 \uc138\ud2b8<\/a>. \ubb38\uc81c\uac00 \ub69c\ub837\ud55c \uacbd\uc6b0\uc5d0\ub294 \uc9c1\uc811 \ub370\uc774\ud130\ub97c \uc218\uc9d1, \uc815\ub9ac \ubc0f \ubcf4\uad00\ud574\uc57c \ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc778\ud130\ub137 \uc2a4\ud06c\ub798\ud551\uacfc \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \uc218\ub3d9\uc73c\ub85c \ubd84\ub958\ud558\ub294 \uac83\uc740 \uc790\uc8fc \uc0ac\uc6a9\ub418\ub294 \ub450 \uac00\uc9c0 \uc635\uc158\uc785\ub2c8\ub2e4. \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc801\uc808\ud55c \ud488\uc9c8\uacfc \ucda9\ubd84\ud55c \uc591\uc73c\ub85c \ud655\ubcf4\ud558\uba74 \ucd08\uae30 \ud14c\uc2a4\ud2b8 \ud6c4 \ud504\ub85c\ub355\uc158\uc5d0 \uc801\uc6a9\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc740 \uc720\uc6a9\ud55c ML \uc194\ub8e8\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"6_Evaluate_and_Obtain_the_Right_Tech_Stack\"><\/span>6. \uc62c\ubc14\ub978 \uae30\uc220 \uc2a4\ud0dd \ud3c9\uac00 \ubc0f \ud655\ubcf4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uc120\ud0dd\ud55c ML \ubaa8\ub378\uc740 \uc120\ud0dd \ud6c4 \uc218\ub3d9\uc73c\ub85c \uc2e4\ud589\ud558\uc5ec \uc815\ud655\uc131\uc744 \ud655\uc778\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uac1c\uc778\ud654\ub41c \uc774\uba54\uc77c \ub9c8\ucf00\ud305\uc758 \uacbd\uc6b0, \uc804\uc1a1\ub418\ub294 \ud504\ub85c\ubaa8\uc158 \uc774\uba54\uc77c\uc774 \uae30\uc900 \uc804\ud658\uc728 \uc774\uc0c1\uc73c\ub85c \uc0dd\uc131\ub418\uc9c0 \uc54a\ub294\ub2e4\uba74 \uc804\ub7b5\uc744 \uc870\uc815\ud558\uace0 \ub354 \ub9ce\uc740 \ubcc0\uc218\ub97c \ud14c\uc2a4\ud2b8\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc131\uacf5\uc801\uc778 \uc218\ub3d9 \ud14c\uc2a4\ud2b8 \ud6c4 \ucd5c\uc0c1\uc758 \uae30\uc220\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559 \ud300\uc740 \ub2e4\uc591\ud55c \uae30\uc220 \uc2a4\ud0dd \uc911\uc5d0\uc11c \uc790\uc720\ub86d\uac8c \uc120\ud0dd\ud558\uc5ec \uc2e4\ud5d8\ud558\uace0 ML\uc744 \ub354 \uac04\ub2e8\ud558\uac8c \ub9cc\ub4dc\ub294 \uae30\uc220 \uc2a4\ud0dd\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc18d\ub3c4, \uc548\uc815\uc131, ROI, \uc778\ub825\/\uace0\uac1d \ubb38\uc81c \ud574\uacb0 \ub2a5\ub825, \ud5a5\ud6c4 \uc0ac\uc6a9 \uc0ac\ub840, \ub514\ubc14\uc774\uc2a4 \ub610\ub294 \ud074\ub77c\uc6b0\ub4dc \uc131\ub2a5\uc5d0 \ub300\ud55c \ubca4\uce58\ub9c8\ud0b9\uc744 \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_Can_Skim_AI_Help\"><\/span>Skim AI\ub294 \uc5b4\ub5a4 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uad11\ubc94\uc704\ud55c \ub3c4\uba54\uc778 \uc9c0\uc2dd, \uace0\ud488\uc9c8 \ub77c\ubca8\ub9c1 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4, \uc9c0\uc18d\uc801\uc778 \ubaa8\ub378 \ud559\uc2b5 \ubc0f \uac1c\uc120\uc744 \uc704\ud55c \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uac1c\uc120\uc740 \uc8fc\uc5b4\uc9c4 \uc81c\uc57d \uc870\uac74\uc5d0\uc11c \uae30\uc874 \ubaa8\ub378\uc758 \ub2e8\uc810\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \ud574\uacb0\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc804\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. Skim AI\ub294 \ud559\uc0dd\ubd80\ud130 CEO\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ubaa8\ub4e0 \uc218\uc900\uc758 \uc0ac\ub78c\ub4e4\uc5d0\uac8c \uc720\uc6a9\ud55c \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud558\uc5ec \uc7a1\uc74c\uc744 \uc904\uc774\uace0, \ub354 \ub098\uc740 \uc778\uc0ac\uc774\ud2b8\ub97c \ud30c\uc545\ud558\uace0, \uc911\uc694\ud55c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub354 \ub098\uc740 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>6 Tips For Leading a Machine Learning Project Machine Learning and Deep Learning are no longer just hype and buzzwords. The once frontier technology has evolved into a crucial component of the technology stack of enterprises and startups; this has transformed software development. Since Machine Learning (ML) is intertwined with decision-making processes at companies, we [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":4907,"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":[125,64,67,78],"tags":[],"class_list":["post-4902","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-how-to","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>Tips For Leading a Machine Learning Project - Skim AI<\/title>\n<meta name=\"description\" content=\"Looking to lead a Machine learning project? Then you will need to know some of the best tips inorder to lead a ML project.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ko\/\uba38\uc2e0-\ub7ec\ub2dd-\ud504\ub85c\uc81d\ud2b8\ub97c-\uc774\ub04c\uae30-\uc704\ud55c-\ud301\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tips For Leading a Machine Learning Project - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Looking to lead a Machine learning project? 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