{"id":40864,"date":"2022-04-18T05:30:18","date_gmt":"2022-04-18T04:30:18","guid":{"rendered":"https:\/\/developer.kore.ai\/v10-1\/?p=40864"},"modified":"2022-04-18T05:30:42","modified_gmt":"2022-04-18T04:30:42","slug":"ml-model","status":"publish","type":"post","link":"https:\/\/developer.kore.ai\/v10-1\/docs\/bots\/nlp\/ml-model\/?lang=ko","title":{"rendered":"\ubaa8\ub378 \uac80\uc99d"},"content":{"rendered":"<section class=\"l-section wpb_row height_auto\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row type_default valign_top\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<p>\uac00\uc0c1 \ube44\uc11c\ub97c \uad6c\ucd95\ud558\uace0 \ud559\uc2b5\uc2dc\ud0a4\uace0 \ub098\uba74, Kore.ai \ud50c\ub7ab\ud3fc\uc774 \ubd07 \uc758\ub3c4\ub85c \uc0ac\uc6a9\uc790 \ubc1c\ud654\ub97c \ub9e4\ud551\ud558\ub294 ML \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4(<a href=\"https:\/\/multisite.korebots.com\/uncategorised-ko-2\/user-utterances\/?lang=ko\" target=\"_blank\" rel=\"noopener noreferrer\">\uc790\uc138\ud55c \uc815\ubcf4\ub97c \ubcf4\ub824\uba74 \uc5ec\uae30\ub97c \ud074\ub9ad\ud558\uc138\uc694<\/a>). \uc0dd\uc131\ud558\uace0 \ub098\uba74, ML \ubaa8\ub378\uc758 \ud3b8\ud30c\uc801\uc774\uc9c0 \uc54a\uc740 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \uc774\ud574\ud558\uace0 \ucd94\uc815\ud558\uae30 \uc704\ud574 \ubaa8\ub378\uc744 \uac80\uc99d\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. Kore.ai \uac00\uc0c1 \ube44\uc11c \ud50c\ub7ab\ud3fc\uc740 \ub450 \uac00\uc9c0 \uac80\uc99d \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc2dc\uac01\ud654\ud558\ub294 <strong>\ud63c\ub3c8 \uc9c0\ud45c<\/strong> \ub610\ub294 <strong>\uc624\ub958 \uc9c0\ud45c<\/strong>.<\/li>\n<li>\uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc758 \uae30\uc220 \ucd94\uc815\uc744 \uc704\ud55c <strong>K-fold \uad50\ucc28 \uac80\uc99d<\/strong>.<\/li>\n<\/ul>\n<p>\uac80\uc99d \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694.<\/p>\n<ol>\n<li>ML \ubaa8\ub378\uc744 \uac80\uc99d\ud558\ub824\ub294 \ubd07\uc744 \uc5f4\uace0\u00a0\uc0c1\ub2e8 \uba54\ub274\uc5d0\uc11c <strong>\ube4c\ub4dc<\/strong>\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc67c\ucabd \uba54\ub274\uc5d0\uc11c, <strong>\uc790\uc5f0\uc5b4 -&gt; \ud559\uc2b5<\/strong>\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc624\ub978\ucabd \uc0c1\ub2e8\uc758 <strong>\uac80\uc99d \ubaa8\ub378<\/strong> \ub4dc\ub86d \ub2e4\uc6b4 \ubaa9\ub85d\uc744 \ud074\ub9ad\ud558\uace0 \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud574\ub2f9 \uc720\ud6a8\uc131 \uac80\uc0ac \ubc29\ubc95\uc758 \uacb0\uacfc \ud398\uc774\uc9c0\uac00 \ub098\ud0c0\ub0a9\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p><a ref=\"magnificPopup\" href=\"https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210625103230\/nl_train_utterance_model.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-28064\" src=\"https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210625103230\/nl_train_utterance_model.png\" alt=\"\" width=\"1361\" height=\"401\" srcset=\"https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210625103230\/nl_train_utterance_model.png 1361w, https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210625103230\/nl_train_utterance_model-300x88.png 300w, https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210625103230\/nl_train_utterance_model-1024x302.png 1024w\" sizes=\"auto, (max-width: 1361px) 100vw, 1361px\" \/><\/a><br \/>\n\ub2e4\uc74c \uc139\uc158\uc5d0\uc11c\ub294, \uc774\ub7ec\ud55c \uac01 \ubc29\ubc95\uc744 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h2><span class=\"ez-toc-section\" id=\"K-fold\">K-fold \uad50\ucc28 \uac80\uc99d<\/span><\/h2>\n<p><strong>\uad50\ucc28 \uac80\uc99d<\/strong>\uc740 \uc81c\ud55c\ub41c \ub370\uc774\ud130 \uc0d8\ud50c\uc5d0\uc11c \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ub9ac\uc0d8\ud50c\ub9c1 \uc808\ucc28\uc785\ub2c8\ub2e4. \uc774 \uae30\uc220\uc5d0\ub294 \ub370\uc774\ud130\ub97c \ubd80\ubd84 \uc9d1\ud569\uc73c\ub85c \ubd84\ud560\ud558\uace0, \ubd80\ubd84 \uc9d1\ud569\uc5d0 \ub300\ud55c \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc2dc\ud0a4\uace0 \ub2e4\ub978 \ubd80\ubd84 \uc9d1\ud569\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uad50\ucc28 \uac80\uc99d\uc744 \ud1b5\ud574 ML \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ub300\ud55c \ub354 \ub098\uc740 \uc9c0\ud45c\uc778 \ubaa8\ub378 \uc131\ub2a5\uc5d0 \ub300\ud55c \ubcf4\ub2e4 \uc77c\ubc18\ud654\ub41c \uc9c0\ud45c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h3><span class=\"ez-toc-section\" id=\"i\">\uad6c\uc131<\/span><\/h3>\n<p><strong>K-fold \uad50\ucc28 \uac80\uc99d<\/strong>\uc744 \uc9c0\uc6d0\ud558\ub294 Kore.ai \uac00\uc0c1 \ube44\uc11c \ud50c\ub7ab\ud3fc. \uc774\ub97c \uc704\ud574, \uace0\uae09 NLP \uc124\uc815\uc5d0\uc11c \uad50\ucc28 \uac80\uc99d\uc744 \uc704\ud55c <strong>K-fold \ub9e4\uac1c \ubcc0\uc218<\/strong>\ub97c \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. <a href=\"https:\/\/multisite.korebots.com\/uncategorised-ko-2\/advanced-nlp-configurations\/?lang=ko#K_Fold_Cross-Validation\" target=\"_blank\" rel=\"noopener noreferrer\">\uc790\uc138\ud55c \ub0b4\uc6a9\uc744 \ubcf4\ub824\uba74 \uc5ec\uae30\ub97c \ud074\ub9ad\ud558\uc138\uc694.<\/a> \ud559\uc2b5\uc744 \uc2dc\uc791\ud558\uace0 K-fold \uac80\uc99d \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694.<\/p>\n<ol>\n<li>\uc67c\ucabd \uba54\ub274\uc758 <strong>\ube4c\ub4dc<\/strong> \uc0c1\ub2e8 \uba54\ub274 \uc635\uc158\uc5d0\uc11c <strong>\uc790\uc5f0\uc5b4 -&gt; \ud559\uc2b5<\/strong>\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/li>\n<li>\uae30\uacc4 \ud559\uc2b5 \ubc1c\ud654 \ud398\uc774\uc9c0\uc5d0\uc11c \uc624\ub978\ucabd \uc0c1\ub2e8\uc758 <strong>\uac80\uc99d \ubaa8\ub378<\/strong> \ub4dc\ub86d \ub2e4\uc6b4 \ubaa9\ub85d\uc744 \ud074\ub9ad\ud558\uace0 <strong>K-fold \uad50\ucc28 \uac80\uc99d<\/strong>\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li>K-fold \uad50\ucc28 \uac80\uc99d \ud398\uc774\uc9c0\uc5d0\uc11c <strong>\uc0dd\uc131<\/strong>\uc744 \ud074\ub9ad\ud558\uc5ec \ud559\uc2b5\uc744 \uc2dc\uc791\ud558\uace0 K-fold \uac80\uc99d \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc0dd\uc131 \ubc84\ud2bc\uc740 \uad50\ucc28 \uac80\uc99d\uc744 \ucc98\uc74c \uc218\ud589\ud560 \ub54c\ub9cc \ub098\ud0c0\ub0a9\ub2c8\ub2e4.<\/li>\n<li>\ubcf4\uace0\uc11c\uac00 \uc0dd\uc131\ub41c \ud6c4 \uc624\ub978\ucabd \uc0c1\ub2e8\uc758 <strong>\uc7ac\uc0dd\uc131<\/strong> \ubc84\ud2bc\uc744 \ud074\ub9ad\ud558\uc5ec \ud544\uc694\ud560 \ub54c \ubcf4\uace0\uc11c\ub97c \ub2e4\uc2dc \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p><strong>\ucc38\uace0<\/strong>: \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub41c \ucd1d ML \ubc1c\ud654 \uc218\uac00 250\uac1c \uc774\uc0c1\uc778 \uacbd\uc6b0\uc5d0\ub9cc \uac80\uc99d\uc774 \uc218\ud589\ub429\ub2c8\ub2e4. \uc628 \ud504\ub808\ubbf8\uc2a4 \uc124\uce58\uc5d0 \uc774 \uc22b\uc790\ub97c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc9c0\uc6d0\ud300\uc5d0 \ubb38\uc758\ud558\uc138\uc694.<\/p>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h3><span class=\"ez-toc-section\" id=\"i-2\">\uad6c\ud604<\/span><\/h3>\n<p>\ub2e4\uc74c\uc740 K-fold \uad50\ucc28 \uac80\uc99d\uc744 \uc218\ud589\ud558\ub294 \ub3d9\uc548 \ud50c\ub7ab\ud3fc\uc774 \ub530\ub77c\uc57c \ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc804\uccb4 \ubc1c\ud654 \uc138\ud2b8\ub294 \ubb34\uc791\uc704\ub85c \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \uc138\ud2b8\ub85c \ub098\ub269\ub2c8\ub2e4.<\/li>\n<li>\uac19\uc740 \uc218\uc758 \ud559\uc2b5 \ubc1c\ud654\uac00 \uc788\ub294 \uac01 \ubd80\ubd84 \uc9d1\ud569\uacfc \ud568\uaed8 \uc804\uccb4 \ud559\uc2b5 \ub370\uc774\ud130\ub97c <em>k<\/em> fold\ub85c \ubd84\ud560\ud569\ub2c8\ub2e4. <em>k<\/em> fold\uc758 \uac12\uc740 \uc704\uc5d0\uc11c \uc5b8\uae09\ud55c \ub300\ub85c \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li>\uadf8\ub7f0 \ub2e4\uc74c \uc2dc\uc2a4\ud15c\uc740 <em>k<\/em>\ub9cc\ud07c \ubc18\ubcf5\uc744 \uc2e4\ud589\ud558\uace0 \uac01 \ubc18\ubcf5\uc5d0\uc11c \ubc1c\ud654\uc758 \ubd80\ubd84 \uc9d1\ud569(fold)\uc744 \ub098\uba38\uc9c0 \ubd80\ubd84 \uc9d1\ud569(&apos;k &#8211; 1&rsquo; fold)\uc73c\ub85c \ud559\uc2b5\uc2dc\ud0a8 \ubaa8\ub378\ub85c \ud14c\uc2a4\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc131\ub2a5 \uce21\uc815 \uacc4\uc0b0\uc744 \uc704\ud574 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uacb0\uacfc \ubaa8\ub378\uc774 \uac80\uc99d\ub429\ub2c8\ub2e4.<\/li>\n<li>\uc774 \ud504\ub85c\uc138\uc2a4\ub294 \ubaa8\ub378 \ud14c\uc2a4\ud2b8\ub97c \uc704\ud574 \ubaa8\ub4e0 \ubc1c\ud654\ub97c \ud55c \ubc88 \uc774\uc0c1 \uc0ac\uc6a9\ud560 \ub54c\uae4c\uc9c0 \ubc18\ubcf5\ub429\ub2c8\ub2e4.<\/li>\n<li>ML \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub3c4\ub85d K fold \uad50\ucc28 \uac80\uc99d \ud6c4\uc5d0 \uc9c0\ud45c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h3><span class=\"ez-toc-section\" id=\"i-3\">\uacb0\uacfc \uc774\ud574<\/span><\/h3>\n<p>K fold \uad50\ucc28 \uac80\uc99d \ud6c4\uc5d0 \ub2e4\uc74c \uc9c0\ud45c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<br \/>\n<a ref=\"magnificPopup\" href=\"https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20201116120542\/Kfold-Model.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-25098\" src=\"https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20201116120542\/Kfold-Model.png\" alt=\"\" width=\"1361\" height=\"545\" srcset=\"https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20201116120542\/Kfold-Model.png 1361w, https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20201116120542\/Kfold-Model-300x120.png 300w, https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20201116120542\/Kfold-Model-1024x410.png 1024w\" sizes=\"auto, (max-width: 1361px) 100vw, 1361px\" \/><\/a><\/p>\n<ul>\n<li>\uac01 \ud14c\uc2a4\ud2b8 fold\uc758 <strong>\uc815\ubc00\ub3c4<\/strong> \uc810\uc218 &#8211; \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \uc815\ubc00\ud558\uace0 \uc815\ud655\ud55c\uc9c0 \uc815\uc758\ud558\uace0 \uc608\uce21\ud55c \ucd1d \uae0d\uc815\uc5d0 \ub300\ud55c \ucc38 \uae0d\uc815\uc758 \ube44\uc728(\ucc38 \ubc0f \uae0d\uc815 \uc624\ub958\uc758 \ud569)\uc73c\ub85c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac01 \ud14c\uc2a4\ud2b8 fold\uc758 <strong>\ud68c\uc218\uc728<\/strong> \uc810\uc218 &#8211; \uc131\uacf5\uc801\uc73c\ub85c \uc2dd\ubcc4\ub41c \uad00\ub828 \ubc1c\ud654\uc758 \ube44\uc728\uc744 \uc815\uc758\ud558\uace0 \uc2e4\uc81c \uae0d\uc815\uc5d0 \ub300\ud55c \ucc38 \uae0d\uc815\uc758 \ube44\uc728(\ucc38 \uae0d\uc815\uacfc \ubd80\uc815 \uc624\ub958\uc758 \ud569)\uc73c\ub85c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac01 \ud14c\uc2a4\ud2b8 fold\uc758 <strong>F1 \uc810\uc218<\/strong>\ub294 \ud074\ub798\uc2a4 \ubd84\ud3ec\ub97c \uace0\ub974\uac8c \ud558\uace0 \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728 \uc0ac\uc774\uc758 \uade0\ud615\uc744 \ucc3e\uc73c\uba70 \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc758 \uac00\uc911 \ud3c9\uade0\uc73c\ub85c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub4e0 fold\uc758 \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728 \ubc0f F1 \uc810\uc218\uc758 <strong>\ud3c9\uade0<\/strong>\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uad00\ub828 \uc9c0\ud45c\ub97c \ub354 \uc798 \uc774\ud574\ud558\ub3c4\ub85d \ub2e4\uc74c \uc815\ubcf4\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ucd1d \ubc1c\ud654<\/strong> &#8211; \ud559\uc2b5 \ub9d0\ubb49\uce58\uc758 \ubc1c\ud654 \uc218<\/li>\n<li><strong>\uc758\ub3c4 \uc218<\/strong> &#8211; \ubd07\uc758 \ucd1d \uc758\ub3c4 \uc218<\/li>\n<li><strong>Fold \uc218<\/strong> &#8211; \ud559\uc2b5 \ub9d0\ubb49\uce58\uac00 K-fold \ub9e4\uac1c \ubcc0\uc218\ub85c \ubd84\ud560\ub41c \ubd80\ubd84 \uc9d1\ud569 \uc218<\/li>\n<li><strong>Fold \ub2f9 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130<\/strong> &#8211; \ud14c\uc2a4\ud2b8\uc5d0 \uc0ac\uc6a9\ub41c \uac01 \ubd80\ubd84 \uc9d1\ud569\uc758 \ubc1c\ud654 \uc218<\/li>\n<li><strong>Fold \ub2f9 \ud559\uc2b5 \ub370\uc774\ud130<\/strong> &#8211; \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub41c \uac01 \ubd80\ubd84 \uc9d1\ud569\uc758 \ubc1c\ud654 \uc218<\/li>\n<\/ul>\n<p><strong>\ucc38\uace0<\/strong>: \uc774\ub7ec\ud55c \uacb0\uacfc\ub294 \ub354 \ud070 \ubc1c\ud654 \ub370\uc774\ud130 \uc138\ud2b8(\ucd5c\uc18c\ud55c 250\uac1c \ubc1c\ud654)\uc5d0\uc11c \uc218\ud589\ud560 \ub54c ML \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub354 \uc815\ud655\ud558\uace0 \ud45c\ubcf8\uc744 \uc798 \ub098\ud0c0\ub0b4\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"K-fold-2\">K-fold \uad50\ucc28 \uac80\uc99d \ubcf4\uace0\uc11c \ub0b4\ubcf4\ub0b4\uae30<\/span><\/h3>\n<p>K-fold \uad50\ucc28 \uac80\uc99d \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud55c \ud6c4, CSV \ud615\uc2dd\uc73c\ub85c \ubcf4\uace0\uc11c\ub97c \ub0b4\ubcf4\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac80\uc99d \ubcf4\uace0\uc11c\ub97c \uac00\uc838\uc624\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694.<\/p>\n<ul>\n<li>K-fold \uad50\ucc28 \uac80\uc99d \ud398\uc774\uc9c0\uc5d0\uc11c \uc624\ub978\ucabd \uc0c1\ub2e8\uc758 \ub0b4\ubcf4\ub0b4\uae30 \uc544\uc774\ucf58\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubcf4\uace0\uc11c \ub0b4\ubcf4\ub0b4\uae30 \ub300\ud654 \uc0c1\uc790\uc5d0\uc11c <strong>\uacc4\uc18d\ud558\uae30<\/strong>\ub97c \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\ub0b4\ubcf4\ub0b8 \ud30c\uc77c\uc740 \ub2e4\uc74c \ud615\uc2dd\uc73c\ub85c \ub098\ud0c0\ub0a9\ub2c8\ub2e4. Kfold_BotName_YYYYMMDDHHmmSS.csv.<\/p>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h2><span class=\"ez-toc-section\" id=\"i-4\">\ud63c\ub3c8 \uc9c0\ud45c<\/span><\/h2>\n<p>\ud63c\ub3c8 \uc9c0\ud45c\ub294 \uc2e4\uc81c \uac12\uc774 \uc54c\ub824\uc9c4 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ubd84\ub958 \ubaa8\ub378(\ub610\ub294 \ubd84\ub958\uae30)\uc758 \uc131\ub2a5\uc744 \uc124\uba85\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ud63c\ub3c8 \uc9c0\ud45c\ub97c \ud1b5\ud574 \uc0dd\uc131\ub41c \uadf8\ub798\ud504\ub294 \ubd07 \uc791\uc5c5\uc758 \ud559\uc2b5\ub41c \ubc1c\ud654 \uc131\ub2a5\uc744 \ud55c \ub208\uc5d0 \ubcfc \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774\ub984\uc740 \ubaa8\ub378\uc774 \ubc1c\ud654\ub97c \ud63c\ub3d9\ud558\ub294\uc9c0 \uc27d\uac8c \ud655\uc778\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc5d0\uc11c \uc720\ub798\ud55c \uac83\uc785\ub2c8\ub2e4. ML \ubaa8\ub378 \uadf8\ub798\ud504\ub294 \uac01 \ubd07 \uc791\uc5c5\uc5d0 \ub300\ud55c \ud559\uc2b5\uc6a9 \ubc1c\ud654\ub97c \ud3c9\uac00\ud558\uace0 \ub2e4\uc74c \uc0ac\ubd84\uba74 \uc911 \ud558\ub098\uc5d0 \ud45c\uc2dc\ud569\ub2c8\ub2e4. True Positive (True +ve), True Negative (True -ve), False Positive (False +ve), False Negative (False -ve). \uadf8\ub798\ud504\ub97c \uac04\ub2e8\ud788 \uc0b4\ud3b4\ubcf4\uba74 \uc5b4\ub5a4 \ubc1c\ud654 \uc758\ub3c4 \uc77c\uce58\uac00 \uc815\ud655\ud55c\uc9c0, \uc5b4\ub5a4 \ubc1c\ud654 \uacb0\uacfc\ub97c \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uc0dd\uc131\ud558\uae30 \uc704\ud574 \ucd94\uac00\ub85c \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\ub294\uc9c0 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. <i>\ucc38<\/i> \uc0ac\ubd84\uba74\uc758 \ubc1c\ud654\uac00 \ub192\uc544\uc9c8\uc218\ub85d \uc608\uc0c1\ub418\ub294 \ub3d9\uc791\uc774 \ub354 \uc798 \ub098\ud0c0\ub0a9\ub2c8\ub2e4. True +ve\ub294 \ud559\uc2b5\ub41c \uc791\uc5c5\uacfc\uc758 \uac15\ub825\ud55c \uc77c\uce58\ub97c \ub098\ud0c0\ub0b4\uace0 True -ve\ub294 \uc608\uc0c1\ud55c\ub300\ub85c \uad00\ub828 \uc5c6\ub294 \uc758\ub3c4\uc640\uc758 \ubd88\uc77c\uce58\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. <i>\ucc38<\/i> \uc0ac\ubd84\uba74\uc5d0\uc11c \uc911\uac04 \uc218\uc900\uc758 \ubc1c\ud654\ub294 \ub354 \ub098\uc740 \uc810\uc218\ub97c \ubc1b\ub3c4\ub85d \ucd94\uac00\ub85c \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. <i>\uc624\ub958<\/i> \uc0ac\ubd84\uba74\uc5d0 \uc18d\ud558\ub294 \ubc1c\ud654\ub294 \uc989\uac01\uc801\uc778 \uc8fc\uc758\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc758\ub3c4\ud55c \uc791\uc5c5\uacfc \uc77c\uce58\ud558\uc9c0 \uc54a\uac70\ub098 \uc798\ubabb\ub41c \uc791\uc5c5\uacfc \uc77c\uce58\ud558\ub294 \ubc1c\ud654\uc785\ub2c8\ub2e4. \uc0ac\ubd84\uba74\uc5d0\uc11c \ubc1c\ud654 \ud14d\uc2a4\ud2b8\ub97c \uc77d\uc73c\ub824\uba74, \uadf8\ub798\ud504\uc758 \uc810 \uc704\ub85c \ub9c8\uc6b0\uc2a4\ub97c \uc774\ub3d9\ud569\ub2c8\ub2e4.<br \/>\n<a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/35\/update.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-12900 \" src=\"\/wp-content\/uploads\/sites\/35\/update.jpg\" alt=\"\" width=\"766\" height=\"605\" \/><\/a><\/p>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n<div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div>\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h4>\ucc38 \uae0d\uc815 \uc0ac\ubd84\uba74<\/h4>\n<p>\uc758\ub3c4\uc5d0 \ub300\ud574 \ud559\uc2b5\uc2dc\ud0a8 \ubc1c\ud654\uac00 \ud574\ub2f9 \uc758\ub3c4\uc5d0 \ub300\ud574 \uae0d\uc815\uc801\uc778 \uc2e0\ub8b0\ub3c4 \uc810\uc218\ub97c \ubc1b\uc73c\uba74 \ucc38 \uae0d\uc815 \uc0ac\ubd84\uba74\uc5d0 \uc18d\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774 \uc0ac\ubd84\uba74\uc740 \uc801\ud569\ud55c \uacb0\uacfc\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ubc1c\ud654\uac00 \uc0ac\ubd84\uba74 \ucc99\ub3c4\uc758 \ub192\uc740 \uacf3\uc5d0 \uc788\uc744\uc218\ub85d \uc62c\ubc14\ub978 \uc758\ub3c4\ub97c \ucc3e\uc744 \uac00\ub2a5\uc131\ub3c4 \ucee4\uc9d1\ub2c8\ub2e4. <b>\ucc38\uace0<\/b>: \uc5ec\ub7ec \ubd07 \uc791\uc5c5\uc758 \ucc38 \uae0d\uc815 \uc0ac\ubd84\uba74\uc5d0 \uc18d\ud558\ub294 \ubc1c\ud654\ub294 \uc218\uc815\ud574\uc57c \ud558\ub294 \uacb9\uce58\ub294 \ubd07 \uc791\uc5c5\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n<h4>\ucc38 \ubd80\uc815 \uc0ac\ubd84\uba74<\/h4>\n<p>\uc758\ub3c4\uc5d0 \ub300\ud574 \ud559\uc2b5\uc2dc\ud0a4\uc9c0 \uc54a\uc740 \ubc1c\ud654\uac00 \ud574\ub2f9 \uc758\ub3c4\uc5d0 \ub300\ud574 \ubd80\uc815\uc801\uc778 \uc2e0\ub8b0\ub3c4 \uc810\uc218\ub97c \ubc1b\uc73c\uba74 \ucc38 \ubd80\uc815 \uc0ac\ubd84\uba74\uc5d0 \uc18d\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774 \uc0ac\ubd84\uba74\uc740 \ubc1c\ud654\uac00 \uc758\ub3c4\uc640 \uc77c\uce58\ud558\uc9c0 \uc54a\uc544\uc57c \ud558\ubbc0\ub85c \uc801\ud569\ud55c \uacb0\uacfc\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc0ac\ubd84\uba74 \ucc99\ub3c4\uc5d0\uc11c \ubc1c\ud654\uac00 \ub0ae\uc740 \uacf3\uc5d0 \uc788\uc744\uc218\ub85d \uc758\ub3c4\uc5d0\uc11c \uba40\uc5b4\uc9c8 \uac00\ub2a5\uc131\ub3c4 \ucee4\uc9d1\ub2c8\ub2e4. \ud2b9\uc815 \ubd07 \uc791\uc5c5\uc5d0 \ub300\ud574 \ud559\uc2b5\uc2dc\ud0a8 \ubaa8\ub4e0 \ubc1c\ud654\ub294 \uc774\uc0c1\uc801\uc73c\ub85c \ub2e4\ub978 \uc791\uc5c5\uc758 \ucc38 \ubd80\uc815 \uc0ac\ubd84\uba74\uc5d0 \uc18d\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h4>\uae0d\uc815 \uc624\ub958 \uc0ac\ubd84\uba74<\/h4>\n<p>\uc758\ub3c4\uc5d0 \ub300\ud574 \ud559\uc2b5\uc2dc\ud0a4\uc9c0 \uc54a\uc740 \ubc1c\ud654\uac00 \ud574\ub2f9 \uc758\ub3c4\uc5d0 \ub300\ud574 \uae0d\uc815\uc801\uc778 \uc2e0\ub8b0\ub3c4 \uc810\uc218\ub97c \ubc1b\uc73c\uba74 \uae0d\uc815 \uc624\ub958 \uc0ac\ubd84\uba74\uc5d0 \uc18d\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774 \uc0ac\ubd84\uba74\uc740 \uc801\ud569\ud558\uc9c0 \uc54a\uc740 \uacb0\uacfc\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacb0\uacfc\ub97c \ub300\ud574, \ucd5c\uc801\uc758 \uacb0\uacfc\ub97c \uc704\ud574\uc11c\ub294 \ubc1c\ud654, \uc758\ub3c4\ub41c \ubd07 \uc791\uc5c5 \ubc0f \uc77c\uce58\ud558\uc9c0 \uc54a\ub294 \uc791\uc5c5\uc744 \ud559\uc2b5\uc2dc\ucf1c\uc57c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ubd80\uc815 \uc624\ub958 \uc0ac\ubd84\uba74<\/h4>\n<p>\uc758\ub3c4\uc5d0 \ub300\ud574 \ud559\uc2b5\uc2dc\ud0a8 \ubc1c\ud654\uac00 \ud574\ub2f9 \uc758\ub3c4\uc5d0 \ub300\ud574 \ubd80\uc815\uc801\uc778 \uc2e0\ub8b0\ub3c4 \uc810\uc218\ub97c \ubc1b\uc73c\uba74 \ucc38 \ubd80\uc815 \uc0ac\ubd84\uba74\uc5d0 \uc18d\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774 \uc0ac\ubd84\uba74\uc740 \ubc1c\ud654\uac00 \uc758\ub3c4\uc640 \uc77c\uce58\ud574\uc57c \ud558\ubbc0\ub85c \uc801\ud569\ud558\uc9c0 \uc54a\uc740 \uacb0\uacfc\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacb0\uacfc\ub97c \ub300\ud574, \ucd5c\uc801\uc758 \uacb0\uacfc\ub97c \uc704\ud574\uc11c\ub294 \ubc1c\ud654, \uc758\ub3c4\ub41c \ubd07 \uc791\uc5c5 \ubc0f \uc791\uc5c5\uc744 \ud559\uc2b5\uc2dc\ucf1c\uc57c \ud569\ub2c8\ub2e4. \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 \uae30\uacc4 \ud559\uc2b5 \ubd80\ubd84\uc744 \uc77d\uc5b4\ubcf4\uc138\uc694. <b>\ucc38\uace0<\/b>: ML \ubaa8\ub378 \uadf8\ub798\ud504\uc5d0 \ubc18\uc601\ud558\ub3c4\ub85d \ubd07\uc744 \ubcc0\uacbd\ud55c \ud6c4 \ud559\uc2b5 \ubc84\ud2bc\uc744 \ud074\ub9ad\ud574\uc57c \ud569\ub2c8\ub2e4. \uadf8\ub798\ud504\ub97c \ucc38\uc870\ud560 \ub54c \ub2e4\uc74c \ud575\uc2ec \uc0ac\ud56d\uc744 \uc5fc\ub450\uc5d0 \ub450\uc138\uc694.<\/p>\n<ul>\n<li>\ucc38 \uc0ac\ubd84\uba74\uc758 \ubc1c\ud654\uac00 \ub192\uc740 \uacf3\uc5d0 \uc788\uc744\uc218\ub85d \uc608\uc0c1\ub418\ub294 \ub3d9\uc791\uc774 \ub354 \uc798 \ub098\ud0c0\ub0a9\ub2c8\ub2e4.<\/li>\n<li>\ucc38 \uc0ac\ubd84\uba74\uc5d0\uc11c \uc911\uac04 \uc218\uc900\uc758 \ubc1c\ud654\ub294 \ub354 \ub098\uc740 \uc810\uc218\ub97c \ubc1b\ub3c4\ub85d \ucd94\uac00\ub85c \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc624\ub958 \uc0ac\ubd84\uba74\uc5d0 \uc18d\ud558\ub294 \ubc1c\ud654\ub294 \uc989\uac01\uc801\uc778 \uc8fc\uc758\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc5ec\ub7ec \ubd07 \uc791\uc5c5\uc758 \ucc38 \uc0ac\ubd84\uba74\uc5d0 \uc18d\ud558\ub294 \ubc1c\ud654\ub294 \uc218\uc815\ud574\uc57c \ud558\ub294 \uacb9\uce58\ub294 \ubd07 \uc791\uc5c5\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n<div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div>\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h3><span class=\"ez-toc-section\" id=\"_ML\">\uc88b\uc740\/\ub098\uc05c ML \ubaa8\ub378\uc5d0 \ub300\ud55c \uc774\ud574<\/span><\/h3>\n<p>\uc88b\uc740 ML \ubaa8\ub4dc \ub610\ub294 \ub098\uc05c ML \ubaa8\ub4dc\ub97c \uc774\ud574\ud558\uae30 \uc704\ud55c \uc608\ub85c \ubc45\ud0b9 \ubd07\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ubd07\uc5d0\ub294 300\uac1c \uc774\uc0c1\uc758 \ud559\uc2b5\ub41c \ubc1c\ud654 \ub4f1 \uc5ec\ub7ec \uc791\uc5c5\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798 \uc774\ubbf8\uc9c0\ub294 4\uac00\uc9c0 \uc791\uc5c5 \ubc0f \uad00\ub828 \ubc1c\ud654\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/35\/Understanding-ML.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14293\" src=\"\/wp-content\/uploads\/sites\/35\/Understanding-ML.png\" alt=\"\" width=\"948\" height=\"369\" \/><\/a> \uc774 \uc2dc\ub098\ub9ac\uc624\uc758 \ubaa8\ub378\uc740 \uc791\uc5c5\uacfc \uad00\ub828\ub41c \ub300\ubd80\ubd84\uc758 \ubc1c\ud654\uac00 \ucc38 \uae0d\uc815 \uc0ac\ubd84\uba74\uc5d0 \ubaa8\uc5ec \uc788\uace0 \ub2e4\ub978 \uc791\uc5c5\uc758 \ub300\ubd80\ubd84\uc758 \ubc1c\ud654\uac00 \ucc38 \ubd80\uc815 \uc0ac\ubd84\uba74\uc5d0 \ubaa8\uc5ec \uc788\uc5b4 \uc0c1\ub2f9\ud788 \uc798 \ud559\uc2b5\ub41c \uac83\uc785\ub2c8\ub2e4. <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/35\/Understanding-ML-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14294\" src=\"\/wp-content\/uploads\/sites\/35\/Understanding-ML-1.png\" alt=\"\" width=\"387\" height=\"543\" \/><\/a> \uac1c\ubc1c\uc790\ub294 \uc774 \ubaa8\ub378\uc758 \ub2e4\uc74c \uce21\uba74\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud574 \ub178\ub825\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>&apos;\uacc4\uc88c \uc794\uace0 \uac00\uc838\uc624\uae30&apos; \uc791\uc5c5\uc758 ML \ubaa8\ub378\uc5d0\uc11c, <i>\uae0d\uc815 \uc624\ub958<\/i> \uc0ac\ubd84\uba74\uc758 \ubc1c\ud654(B) \uba87 \uac1c\ub97c \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><em>\uacc4\uc815 \uc794\uace0 \uac00\uc838\uc624\uae30<\/em>\uc5d0 \ud559\uc2b5\ub41c \ubc1c\ud654\ub294 \ucc38 \ubd80\uc815 \uc0ac\ubd84\uba74(C)\uc5d0 \ub098\ud0c0\ub0a9\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub378\uc774 \uc798 \ud559\uc2b5\ub418\uc5b4 \uc788\uace0 \uc774 \uc791\uc5c5\uc5d0 \ub300\ud55c \ub300\ubd80\ubd84\uc758 \ubc1c\ud654\uac00 \ucc38 \uae0d\uc815 \uc0ac\ubd84\uba74\uc5d0\uc11c \ub192\uc740 \uacf3\uc5d0 \uc788\uc9c0\ub9cc \uc77c\ubd80 \ubc1c\ud654\ub294 \uc5ec\uc804\ud788 \ub9e4\uc6b0 \ub0ae\uc740 \uc810\uc218\ub97c \ubc1b\uc558\uc2b5\ub2c8\ub2e4. (A)<\/li>\n<li>\uc810 \uc704\ub85c \ub9c8\uc6b0\uc2a4\ub97c \uc774\ub3d9\ud558\uba74 \ubc1c\ud654\ub97c \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. A, B, C\uc758 \uacbd\uc6b0, \ubc1c\ud654\uac00 \uc758\ub3c4\uc640 \uc815\ud655\ud788 \uc77c\uce58\ud574\uc57c \ud558\uc9c0\ub9cc, \uc720\uc0ac\ud55c \ubc1c\ud654\uac00 \ub2e4\ub978 \uc758\ub3c4\ub97c \uc704\ud574 \ud559\uc2b5\ub418\uc5c8\uae30 \ub54c\ubb38\uc5d0 \ub0ae\uc740 \uc810\uc218 \ub610\ub294 \ubd80\uc815\uc801\uc778 \uc810\uc218\ub97c \ubc1b\uc558\uc2b5\ub2c8\ub2e4.\n<div class=\"alert alert-info\"><b>\ucc38\uace0<\/b>: \uc774\ub7ec\ud55c \uacbd\uc6b0, <b>\ud14c\uc2a4\ud2b8 \ubc0f \ud559\uc2b5<\/b> \ubaa8\ub4c8\ub85c \ubc1c\ud654\ub97c \uc2dc\ub3c4\ud558\uace0 ML \uc5d4\uc9c4\uc774 \ubc18\ud658\ud558\ub294 \uc758\ub3c4\uc640 \uad00\ub828 \uc0d8\ud50c \ubc1c\ud654\ub97c \ud655\uc778\ud558\ub294 \uac83\uc774 \uac00\uc7a5 \uc88b\uc2b5\ub2c8\ub2e4. \ubc1c\ud654\ub97c \ubbf8\uc138 \uc870\uc815\ud558\uace0 \ub2e4\uc2dc \uc2dc\ub3c4\ud558\uc138\uc694.<\/div>\n<\/li>\n<li><b>\uce74\ub4dc \ubd84\uc2e4 \uc2e0\uace0<\/b>\ub77c\ub294 \uc791\uc5c5\uc5d0\ub294 \ud568\uaed8 \ubaa8\uc5ec \uc788\ub294 \uc81c\ud55c\ub41c \ubc1c\ud654\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc774\uc81c \uc544\ub798 \uc5ec\ud589 \ubd07\uc758 ML \ubaa8\ub378\uacfc \ube44\uad50\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/35\/Understanding-ML-2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14295\" src=\"\/wp-content\/uploads\/sites\/35\/Understanding-ML-2.png\" alt=\"\" width=\"933\" height=\"460\" \/><\/a> \ucda9\ub3cc\ud558\ub294 \ubc1c\ud654\ub97c \uc0ac\uc6a9\ud55c \ud559\uc2b5\uc774 \ub9ce\uc544 \ubaa8\ub378\uc758 \ubc1c\ud654\uac00 \uc5ec\uae30\uc800\uae30 \ud769\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc798\ubabb\ub41c \ubaa8\ub378\ub85c \uac04\uc8fc\ud558\uba70 \ubd07\uc758 \uc5ec\ub7ec \uc791\uc5c5\uacfc \uad00\ub828\uc774 \uc5c6\ub294 \ub354 \uc791\uc740 \ubc1c\ud654 \uc9d1\ud569\uc73c\ub85c \ub2e4\uc2dc \ud559\uc2b5\uc2dc\ucf1c\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n<div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div>\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h3><span class=\"ez-toc-section\" id=\"i-5\">\ud2b9\uc815 \uc791\uc5c5 \ubc1c\ud654\uc758 \uadf8\ub798\ud504 \ubcf4\uae30<\/span><\/h3>\n<p>\uae30\ubcf8\uc801\uc73c\ub85c, ML \ubaa8\ub378 \uadf8\ub798\ud504\ub294 \ubaa8\ub4e0 \ubd07 \uc791\uc5c5\uc5d0 \ud559\uc2b5\uc2dc\ud0a8 \ubaa8\ub4e0 \ubc1c\ud654\uc758 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uae30\ud0c0 \ubaa8\ub4e0 \uc758\ub3c4\uc5d0 \ub300\ud55c \ud2b9\uc815 \ubd07 \uc791\uc5c5\uc758 \ud559\uc2b5\ub41c \ubc1c\ud654 \uc131\ub2a5\uc744 \ubcf4\ub824\uba74, \uc544\ub798 \uc774\ubbf8\uc9c0\uc640 \uac19\uc774 \ubd07 \uc791\uc5c5\uc758 \uc2a4\uc704\uce58\ub97c \ud1a0\uae00\ud569\ub2c8\ub2e4.<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-12902 size-full\" src=\"\/wp-content\/uploads\/sites\/35\/toggle.jpg\" alt=\"\" width=\"845\" height=\"633\" \/><br \/>\n<b><\/b> <b>\ucc38\uace0<\/b>: \uc774\ub4e4\uc740 \uccab \ubc88\uc9f8 \ubd07 \uc791\uc5c5\uc758 \ud559\uc2b5\ub41c \ubc1c\ud654\uc774\ubbc0\ub85c \uc774\uc0c1\uc801\uc73c\ub85c\ub294 \ubc1c\ud654\uac00 \ud574\ub2f9 \uc791\uc5c5\uc758 True +ve \uc0ac\ubd84\uba74\uc758 \uc0c1\ub2e8\uacfc \uae30\ud0c0 \ubaa8\ub4e0 \uc791\uc5c5\uc758 True -ve \uc0ac\ubd84\uba74\uc758 \ud558\ub2e8\uc5d0 \ub098\ud0c0\ub098\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n<div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div>\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h3><span class=\"ez-toc-section\" id=\"ML\">ML \ubaa8\ub378 \uadf8\ub798\ud504 \ud544\ud130\ub9c1<\/span><\/h3>\n<p>\ub2e4\uc74c \uae30\uc900\uc5d0 \ub530\ub77c ML \ubaa8\ub378 \uadf8\ub798\ud504\ub294 \ud544\ud130\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-12903 size-full\" src=\"\/wp-content\/uploads\/sites\/35\/filter-criteria-1.jpg\" alt=\"\" width=\"377\" height=\"528\" \/><\/p>\n<ul>\n<li><b>\uac1c\ubc1c \uc911 \ub610\ub294 \uac8c\uc2dc\ub41c \uc791\uc5c5<\/b>: \uae30\ubcf8\uc801\uc73c\ub85c \uadf8\ub798\ud504\ub294 <strong>\uac1c\ubc1c \uc911<\/strong> \ubc0f <strong>\uac8c\uc2dc\ub41c<\/strong> \ubaa8\ub4e0 \uc791\uc5c5\uc758 \uadf8\ub798\ud504\ub97c \ud45c\uc2dc\ud569\ub2c8\ub2e4. \uac8c\uc2dc\ub41c \uc791\uc5c5\uc758 \uadf8\ub798\ud504\ub9cc \ubcf4\ub824\uba74 \uc2a4\uc704\uce58\ub97c \ud1a0\uae00\ud569\ub2c8\ub2e4.<\/li>\n<li><b>\uc57d-\uac15<\/b>: \uac00\uc7a5 \uc815\ud655\ud558\uc9c0 \uc54a\uc740 \uc791\uc5c5 \uc810\uc218\uc5d0\uc11c \uac00\uc7a5 \uc815\ud655\ud55c \uc810\uc218\uae4c\uc9c0 \uadf8\ub798\ud504\ub97c \ubd05\ub2c8\ub2e4.<\/li>\n<li><b>\uac15-\uc57d<\/b>: \uac00\uc7a5 \uc815\ud655\ud55c \uc791\uc5c5 \uc810\uc218\uc5d0\uc11c \uac00\uc7a5 \uc815\ud655\ud558\uc9c0 \uc54a\uc740 \uc810\uc218\uae4c\uc9c0 \uadf8\ub798\ud504\ub97c \ubd05\ub2c8\ub2e4.<\/li>\n<li><b>\uc791\uc5c5\/\uc758\ub3c4<\/b>: \uadf8\ub798\ud504\ub97c \ubcf4\ub824\uba74 \ubaa8\ub450 \uc120\ud0dd\ud558\uac70\ub098 \ud2b9\uc815 \uc791\uc5c5 \uc774\ub984\uc744 \uc120\ud0dd\ud558\uc138\uc694.<\/li>\n<li><b>\ubc1c\ud654<\/b>: \uadf8\ub798\ud504\ub97c \ubcf4\ub824\uba74 \ubaa8\ub450 \uc120\ud0dd\ud558\uac70\ub098 \ud2b9\uc815 \ud559\uc2b5 \ubc1c\ud654\ub97c \uc120\ud0dd\ud558\uc138\uc694.<\/li>\n<\/ul>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n<div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div>\r\n\t<div class=\"wpb_text_column \">\r\n\t\t<div class=\"wpb_wrapper\">\r\n\t\t\t<h3><span class=\"ez-toc-section\" id=\"i-6\">\ubc1c\ud654 \ud3b8\uc9d1 \ubc0f \uc7ac\ud560\ub2f9<\/span><\/h3>\n<p>\uc0ac\uc6a9\uc790 \ubc1c\ud654\ub97c \ud3b8\uc9d1\ud558\uace0 \ub2e4\ub978 \uc791\uc5c5\uc5d0 \uc7ac\ud560\ub2f9\ud558\uc5ec ML \uadf8\ub798\ud504\uc5d0\uc11c \uc9c1\uc811 \uc810\uc218\ub97c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\ub824\uba74 \uc0ac\ubd84\uba74\uc744 \ud074\ub9ad\ud558\uc5ec \uc791\uc5c5 \uc774\ub984 \ubc0f \ubaa8\ub4e0 \uad00\ub828 \ubc1c\ud654\uac00 \ub098\ud0c0\ub098\ub294 \uc0ac\ubd84\uba74 \ubcf4\uae30\ub97c \uc5fd\ub2c8\ub2e4. <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/35\/Train-Quadrant.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-15034\" src=\"\/wp-content\/uploads\/sites\/35\/Train-Quadrant.png\" alt=\"\" width=\"484\" height=\"320\" \/><\/a> \uac1c\ubcc4 \ubc1c\ud654\ub97c \ud3b8\uc9d1\ud558\ub824\uba74<\/p>\n<ol>\n<li>\ud574\ub2f9 \ubc1c\ud654 \ud589\uc5d0\uc11c \ud3b8\uc9d1 \uc544\uc774\ucf58\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubc1c\ud654 \ud3b8\uc9d1 \ucc3d\uc5d0\uc11c, <strong>\ubc1c\ud654<\/strong> \ud544\ub4dc\uc758 \ud14d\uc2a4\ud2b8\ub97c \ubcc0\uacbd\ud558\uac70\ub098 <b>\uc608\uc0c1 \uc791\uc5c5<\/b> <span style=\"font-weight: 400\">\ub4dc\ub86d \ub2e4\uc6b4 \ubaa9\ub85d<\/span>\uc73c\ub85c \ubc1c\ud654\ub97c \ub2e4\ub978 \uc791\uc5c5\uc5d0 \ub2e4\uc2dc \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p><a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/35\/individual-utterance.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-15035\" src=\"\/wp-content\/uploads\/sites\/35\/individual-utterance.png\" alt=\"\" width=\"468\" height=\"266\" \/><\/a><\/p>\n<div><\/div>\n<div class=\"alert alert-info\"><b>\ucc38\uace0<\/b><span style=\"font-weight: 400\">: \uc804\uccb4 \uc0ac\ubd84\uba74 \ub300\uc2e0 ML \uadf8\ub798\ud504\uc5d0\uc11c \uac1c\ubcc4 \uc810\uc744 \ud074\ub9ad\ud558\uc5ec \uc774 \ucc3d\uc744 \uc5f4 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/div>\n\r\n\t\t<\/div>\r\n\t<\/div>\r\n<div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div>[vc_raw_html]PGRpdiBjbGFzcz0idy1wb3N0LWVsbSBwb3N0X25hdmlnYXRpb24gbGF5b3V0X3NpbXBsZSBpbnZfZmFsc2UiPjxhIGNsYXNzPSJwb3N0X25hdmlnYXRpb24taXRlbSBvcmRlcl9maXJzdCB0b19wcmV2IiBocmVmPSJodHRwczovL2RldmVsb3Blci5rb3JlLmFpL2RvY3MvYm90cy9ubHAvdXNlci11dHRlcmFuY2VzLyI+PC9wPjxkaXYgY2xhc3M9InBvc3RfbmF2aWdhdGlvbi1pdGVtLWFycm93Ij48L2Rpdj4KPGRpdiBjbGFzcz0icG9zdF9uYXZpZ2F0aW9uLWl0ZW0tbWV0YSI+7J207KCEPC9kaXY+CjxkaXYgY2xhc3M9InBvc3RfbmF2aWdhdGlvbi1pdGVtLXRpdGxlIj48c3Bhbj7quLDqs4Qg7ZWZ7Iq1PC9zcGFuPjwvZGl2Pgo8cD48L2E+PGJyIC8+IDxhIGNsYXNzPSJwb3N0X25hdmlnYXRpb24taXRlbSBvcmRlcl9zZWNvbmQgdG9fbmV4dCIgaHJlZj0iIyI+PC9wPjxkaXYgY2xhc3M9InBvc3RfbmF2aWdhdGlvbi1pdGVtLW1ldGEiPjwvZGl2Pgo8ZGl2IGNsYXNzPSJwb3N0X25hdmlnYXRpb24taXRlbS10aXRsZSI+PC9kaXY+CjxwPjwvYT48L2Rpdj4=[\/vc_raw_html]<div 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