{"id":40842,"date":"2022-04-18T02:18:07","date_gmt":"2022-04-18T01:18:07","guid":{"rendered":"https:\/\/developer.kore.ai\/v10-1\/?p=40842"},"modified":"2022-04-18T02:18:30","modified_gmt":"2022-04-18T01:18:30","slug":"advanced-nlp-configurations","status":"publish","type":"post","link":"https:\/\/developer.kore.ai\/v10-1\/docs\/bots\/nlp\/advanced-nlp-configurations\/?lang=ko","title":{"rendered":"\uace0\uae09 NLP \uc124\uc815"},"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>\ubd07\uc5d0 \ud65c\uc131\ud654\ub41c \uac01 \uc5b8\uc5b4\uc758 \uc758\ub3c4 \ud0d0\uc9c0\ub97c \ubbf8\uc138 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub824\uba74, \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694.<\/p>\n<ol>\n<li>\uc67c\ucabd \ucc3d\uc5d0\uc11c, <strong>\uc790\uc5f0\uc5b4<\/strong> &gt; <strong>\ud559\uc2b5<\/strong> &gt; <strong>\uc784\uacd7\uac12 \ubc0f \uc124\uc815<\/strong>\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc784\uacd7\uac12 \ubc0f \uc124\uc815<\/strong> \uc139\uc158\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc815\uc758\ud558\uc5ec \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<ul>\n<li>\uae30\ucd08 \uc758\ubbf8 \ubaa8\ub378 &#8211; <a href=\"\/?p=18123#config\">\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694<\/a><\/li>\n<li>\uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378 &#8211; <a href=\"\/?p=17928#Threshold_Configurations\">\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694<\/a><\/li>\n<li>\uc9c0\uc2dd \uadf8\ub798\ud504 &#8211; <a href=\"\/?p=18124#Threshold_Configurations\">\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694<\/a><\/li>\n<li>\uc21c\uc704 \ubc0f \ud574\uacb0 \uc5d4\uc9c4 &#8211; <a href=\"\/?p=18149#Thresholds_Configuration\">\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\uc774 \uc678\uc5d0\ub3c4 <strong>\uace0\uae09 NLP \uc124\uc815<\/strong>&gt; \uc139\uc158\uc5d0\ub294 \ud2b9\uc815 \uc0ac\uc6a9 \uc0ac\ub840 \ubc0f \uc694\uad6c \uc0ac\ud56d\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uace0\uae09 \uc124\uc815\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<div style=\"border: 1px solid black;background-color: #ffdd99\">\uacbd\uace0: \uc774\ub7ec\ud55c \uad6c\uc131\uc758 \uae30\ubcf8 \uc124\uc815\uc740 \ub300\ubd80\ubd84\uc758 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \uadc0\ud558\uac00 \uc124\uc815\ud558\ub294 \uae30\ub2a5\uc744 \ucda9\ubd84\ud788 \uc219\uc9c0\ud558\uc9c0 \uc54a\uc740 \uacbd\uc6b0, \uc774 \uac19\uc740 \uc124\uc815\uc744 \ubcc0\uacbd\ud558\uc9c0 \ub9c8\uc138\uc694. \uc81c\ub300\ub85c \ud558\uc9c0 \uc54a\uc73c\uba74 \ubd07 \uc131\ub2a5\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/div>\n<p>&nbsp; <a ref=\"magnificPopup\" href=\"https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210628130450\/nl_AdvTC.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-28126\" src=\"https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210628130450\/nl_AdvTC.png\" alt=\"\" width=\"1365\" height=\"653\" srcset=\"https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210628130450\/nl_AdvTC.png 1365w, https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210628130450\/nl_AdvTC-300x144.png 300w, https:\/\/kore-wordpress.s3.us-east-2.amazonaws.com\/developer.kore.ai\/v10-1\/wp-content\/uploads\/sites\/35\/20210628130450\/nl_AdvTC-1024x490.png 1024w\" sizes=\"auto, (max-width: 1365px) 100vw, 1365px\" \/><\/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<p>\ub2e4\uc74c \ud45c\ub294 \uc774 \uc139\uc158\uc5d0\uc11c \uc124\uc815\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc124\uc815\uc5d0 \ub300\ud55c \uc138\ubd80 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uc678\uc5d0\ub3c4 \ub9de\ucda4\ud615 \uc124\uc815\uc744 \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\ub824\uba74 <a href=\"https:\/\/support.kore.ai\/hc\/en-us\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc9c0\uc6d0\ud300<\/a>\uc5d0 \ubb38\uc758\ud558\uc138\uc694.<\/p>\n<table>\n<tbody>\n<tr>\n<th><span style=\"font-weight: 400\">\uad6c\uc131<\/span><\/th>\n<th><span style=\"font-weight: 400\">\uc124\uba85<\/span><\/th>\n<th><span style=\"font-weight: 400\">\uc601\ud5a5\uc744 \ubc1b\ub294 NLP \uc5d4\uc9c4<\/span><\/th>\n<th><span style=\"font-weight: 400\">\uc720\ud6a8\ud55c \uc785\ub825<\/span><\/th>\n<th><span style=\"font-weight: 400\">\ucc38\uace0 \uc0ac\ud56d<\/span><\/th>\n<\/tr>\n<tr>\n<td><a href=\"#Split_Compound_Words\">\ubcf5\ud569\uc5b4 \ubd84\ud560<\/a><\/td>\n<td>\uc774 \uc124\uc815\uc744 \ud1b5\ud574 \ubcf5\ud569\uc5b4\ub97c \uc5ec\ub7ec \uc5b4\uac04\uc73c\ub85c \ubd84\ud560\ud55c \ub2e4\uc74c \uac1c\ubcc4 \uc5b4\uac04\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/td>\n<td>ML<\/td>\n<td>\ud65c\uc131\ud654, \ube44\ud65c\uc131\ud654(\uae30\ubcf8\uac12)<\/td>\n<td>\ub3c5\uc77c\uc5b4 \ubd07\uc5d0 \ub300\ud574\uc11c\ub9cc \uc9c0\uc6d0\ub429\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#None_Intent\">\uc758\ub3c4 \uc5c6\uc74c<\/a><\/td>\n<td>\ud65c\uc131\ud654\ub418\uace0 \ub098\uba74 ML \uc5d4\uc9c4\uc744 \uc0ac\uc6a9\ud55c \uc77c\uce58 \uc758\ub3c4\uc5d0 \uae0d\uc815 \uc624\ub958\uac00 \uc0dd\uae38 \uac00\ub2a5\uc131\uc744 \uc904\uc774\ub294 \ub354\ubbf8 \ud50c\ub808\uc774\uc2a4 \ud640\ub354 \uc758\ub3c4\uac00 \uc0dd\uc131\ub429\ub2c8\ub2e4.<\/td>\n<td>ML<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#epochs\">\uc5d0\ud3ec\ud06c(Epoch)<\/a><\/td>\n<td>\uc2e0\uacbd\ub9dd \ud559\uc2b5\uc744 \uc704\ud55c \ubc18\ubcf5 \ud69f\uc218.<\/td>\n<td>ML<\/td>\n<td>20\uc5d0\uc11c 300 \uc0ac\uc774, 10\uc529 \uc99d\uac00(\uae30\ubcf8 \uc124\uc815 20)<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-BOW, MLP-WordEmbeddings, LSTM, CNN\uc73c\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#batch_size\">\ubc30\uce58 \ud06c\uae30<\/a><\/td>\n<td>\ud559\uc2b5\uc2dc\ud0a4\ub294 \ub3d9\uc548 \uac01 \ubc30\uce58\uc5d0 \uc0ac\uc6a9\ud55c \ud559\uc2b5 \uc0d8\ud50c \uc218<\/td>\n<td>ML<\/td>\n<td>10\uc5d0\uc11c 30 \uc0ac\uc774, 5\uc529 \uc99d\uac00(\uae30\ubcf8 \uc124\uc815 10)<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-BOW, MLP-WordEmbeddings, LSTM, CNN\uc73c\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#learning_rate\">\ud559\uc2b5\ub960<\/a><\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c\uc758 \uac00\uc911\uce58\uac00 \uc190\uc2e4 \uae30\uc6b8\uae30\uc640 \uad00\ub828\ud574\uc11c \uc870\uc815\ub418\ub294 \uc815\ub3c4\ub97c \uc81c\uc5b4\ud558\ub294 \ud558\uc774\ud37c \ub9e4\uac1c\ubcc0\uc218<\/td>\n<td>ML<\/td>\n<td>1e-4\uc5d0\uc11c 1e-3 \uc0ac\uc774, 1e-2\uc529 \uc99d\uac00(\uae30\ubcf8 \uc124\uc815 1.00E-03)<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-BOW, MLP-WordEmbeddings, LSTM, CNN\uc73c\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#dropout\">\ub4dc\ub86d\uc544\uc6c3<\/a><\/td>\n<td>\ubaa8\ub378\uc758 \uacfc\ucd5c\uc801\ud654\ub97c \ud53c\ud558\uae30 \uc704\ud55c \uc815\uaddc\ud654 \ub9e4\uac1c \ubcc0\uc218<\/td>\n<td>ML<\/td>\n<td>0\uc5d0\uc11c 0.8 \uc0ac\uc774, 0.1\uc529 \uc99d\uac00(\uae30\ubcf8 \uc124\uc815 0)<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-BOW, MLP-WordEmbeddings, LSTM, CNN\uc73c\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#vectorizer\">\ubca1\ud130\ud654<\/a><\/td>\n<td>\ud559\uc2b5 \ub370\uc774\ud130\uc758 \ud2b9\uc9d5 \ucd94\ucd9c \uae30\ubc95<\/td>\n<td>ML<\/td>\n<td>\uce74\uc6b4\ud2b8(\uae30\ubcf8\uac12), tfidf<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-BOW\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#max_seq_len\">\ucd5c\ub300 \uc2dc\ud000\uc2a4 \uae38\uc774<\/a><\/td>\n<td>\ud559\uc2b5 \uc0d8\ud50c \ub610\ub294 \uc0ac\uc6a9\uc790 \uc785\ub825\uc758 \uae38\uc774<\/td>\n<td>ML<\/td>\n<td>10\uc5d0\uc11c 30 \uc0ac\uc774, 5\uc529 \uc99d\uac00(\uae30\ubcf8 \uc124\uc815 20)<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-WordEmbeddings, LSTM, CNN\uc73c\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#embed_type\">\uc784\ubca0\ub529 \uc720\ud615<\/a><\/td>\n<td>\ud559\uc2b5 \ub370\uc774\ud130\uc758 \ud2b9\uc9d5 \ucd94\ucd9c \uae30\ubc95<\/td>\n<td>ML<\/td>\n<td>\uc0dd\uc131, \ubb34\uc791\uc704(\uae30\ubcf8\uac12)<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-WordEmbeddings, LSTM, CNN\uc73c\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#embed_dim\">\uc784\ubca0\ub529 \ucc28\uc6d0<\/a><\/td>\n<td>\uae30\ub2a5\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc784\ubca0\ub529\uc758 \ucc28\uc6d0<\/td>\n<td>ML<\/td>\n<td>100\uc5d0\uc11c 400 \uc0ac\uc774, 50\uc529 \uc99d\uac00(\uae30\ubcf8 \uc124\uc815 300)<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-WordEmbeddings, LSTM, CNN\uc73c\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#K_Fold_Cross-Validation\">K \ud3f4\ub4dc<\/a><\/td>\n<td>\uad50\ucc28 \uac80\uc99d\uc744 \uc704\ud55c k\ud3f4\ub4dc \ub9e4\uac1c \ubcc0\uc218<\/td>\n<td>ML<\/td>\n<td>2\uc5d0\uc11c 10 \uc0ac\uc774, 1\uc529 \uc99d\uac00(\uae30\ubcf8 \uc124\uc815 2)<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Fuzzy_Match\">\ud37c\uc9c0 \uc77c\uce58<\/a><\/td>\n<td>\uc774 \uc124\uc815\uc740 \uc758\ub3c4 \uc2dd\ubcc4\uc744 \uc704\ud55c \ud37c\uc9c0 \uc77c\uce58 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\uc744 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4.<\/td>\n<td>ML<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Negation_Handling\">\ubd80\uc815\uc5b4 \ucc98\ub9ac<\/a><\/td>\n<td>\uc774 \uc124\uc815\uc744 \ud1b5\ud574 \uc758\ub3c4 \uc2dd\ubcc4\uc5d0\uc11c \ubd80\uc815\uc5b4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/td>\n<td>ML<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Ignore_Multiple_Occurences\">\ub2e4\uc911 \ubc1c\uc0dd \ubb34\uc2dc<\/a><\/td>\n<td>\ud65c\uc131\ud654\ub418\uace0 \ub098\uba74, \ubca1\ud130\ud654\ub97c \uc704\ud574 \ub2e8\uc5b4\uc758 \ube48\ub3c4\ub294 \ubb34\uc2dc\ub429\ub2c8\ub2e4.<\/td>\n<td>ML<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-BOW\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Entity_Placeholders_in_User_Utterances\">\uc0ac\uc6a9\uc790 \ubc1c\ud654\uc758 \uc5d4\ud2f0\ud2f0 \ud50c\ub808\uc774\uc2a4 \ud640\ub354<\/a><\/td>\n<td>\uc0ac\uc6a9\uc790 \ubc1c\ud654\uc5d0 \uc788\ub294 \uc5d4\ud2f0\ud2f0\ub97c \ud574\ub2f9 \ud50c\ub808\uc774\uc2a4 \ud640\ub354\ub85c \ub300\uccb4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/td>\n<td>ML<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td>\ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc774 MLP-BOW\ub85c \uc124\uc815\ub41c \uacbd\uc6b0\uc5d0\ub9cc \uc720\ud6a8\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Sentence_Split\">\ubb38\uc7a5 \ubd84\ud560<\/a><\/td>\n<td>\uc0ac\uc6a9\uc790 \ubc1c\ud654\uc758 \ubb38\uc7a5\uc744 \ubd84\ud560\ud558\uace0 \uc644\uc804\ud55c \uc0ac\uc6a9\uc790 \uc785\ub825\uc744 \ud1b5\ud574 \uc758\ub3c4 \ud0d0\uc9c0\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/td>\n<td>ML<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Multiple_Intent_Model\">\ub2e4\uc911 \uc758\ub3c4 \ubaa8\ub378<\/a><\/td>\n<td>\ubaa8\ub4e0 \ud558\uc704 \uc758\ub3c4\ub97c \uad6c\uc131\ud558\ub294 \uac01 \uae30\ubcf8 \uc758\ub3c4\uc5d0 \ubcc4\ub3c4\uc758 ML \ubaa8\ub378\uc744 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4.<\/td>\n<td>ML<\/td>\n<td>\ud65c\uc131\ud654, \ube44\ud65c\uc131\ud654(\uae30\ubcf8\uac12)<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Neurons_in_Hidden_Layer\">\uc740\ub2c9\uce35\uc758 \ub274\ub7f0<\/a><\/td>\n<td>\uc740\ub2c9\uce35\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub274\ub7f0 \uc218\ub97c \uc124\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ud569\ub2c8\ub2e4<\/td>\n<td>ML<\/td>\n<td>\ubc94\uc704: 0 ~ 1000<\/td>\n<td>\ud45c\uc900 \ub124\ud2b8\uc6cc\ud06c \uc720\ud615\uc5d0\ub9cc \uc801\uc6a9 \uac00\ub2a5<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Softmax_Temperature\">Softmax \uc628\ub3c4<\/a><\/td>\n<td>ML \uc5d4\uc9c4\uc774 ML \ubaa8\ub378\uc5d0\uc11c \ucd5c\uc0c1\uc758 \uc758\ub3c4\ub97c \uc5bc\ub9c8\ub098 \ud655\uc2e4\ud558\uac8c \uc2dd\ubcc4\ud574\uc57c \ud558\ub294\uc9c0 \uc815\uc758\ud558\ub824\uba74 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc628\ub3c4\ub294 softmax\uc5d0\uc11c \ucd5c\uc885 \ud655\ub960\uc5d0 \uc601\ud5a5\uc744 \uc8fc\ub294 \ub85c\uc9d3(\ubaa8\ub378 \ucd9c\ub825)\uc5d0 \uc801\uc6a9\ub418\ub294 \ud558\uc774\ud37c \ub9e4\uac1c\ubcc0\uc218\uc785\ub2c8\ub2e4.<\/td>\n<td>ML<\/td>\n<td>\ubc94\uc704: 0 ~ 100<\/td>\n<td>\ud45c\uc900 \ub124\ud2b8\uc6cc\ud06c\ub97c \uc81c\uc678\ud55c \ubaa8\ub4e0 \ub124\ud2b8\uc6cc\ud06c \uc720\ud615<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Spell_Correction_in_ML\">ML\uc758 \ucca0\uc790 \uc218\uc815<\/a><\/td>\n<td>\uc608\uce21\ud558\ub294 \ub3d9\uc548 ML \ubd07 \uc0ac\uc804\uc5d0\uc11c \ucca0\uc790 \uc218\uc815\uc744 \uc9c0\uc6d0\ud558\ub824\uba74 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4.<\/td>\n<td>\uc0ac\uc6a9\uc790 \uc815\uc758(ML)<\/td>\n<td>\ud65c\uc131\ud654, \ube44\ud65c\uc131\ud654(\uae30\ubcf8\uac12)<\/td>\n<td>\uc601\ubb38 \ubd07\uc5d0\ub9cc \uc801\uc6a9 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Intent_Elimination_Rules\">\uc758\ub3c4 \uc81c\uac70 \uaddc\uce59<\/a><\/td>\n<td>\uc758\ub3c4 \uc77c\uce58\ub97c \uc81c\uac70\ud558\uae30 \uc704\ud574 \uc0ac\uc804 \uad6c\ucd95\ub41c \uaddc\uce59\uc744 \uc801\uc6a9\ud558\ub824\uba74 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4.<\/td>\n<td>RR<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td>\uc601\uc5b4, \uc2a4\ud398\uc778\uc5b4, \ud504\ub791\uc2a4\uc5b4 \ubc0f \ub3c5\uc77c\uc5b4 \ubd07\uc5d0\ub9cc \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Cosine_Similarity_Dampening\">\ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4 \uac10\uc18c<\/a><\/td>\n<td>\ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4 \uac10\uc18c\ub97c \ud1b5\ud574 \uae38\uc774\uac00 \uc9e7\uc740 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ubd88\uc774\uc775\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/td>\n<td>KG<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#FAQ_Name_as_Intent_Name\">\uc758\ub3c4 \uc774\ub984\uc73c\ub85c\uc11c\uc758 FAQ \uc774\ub984<\/a><\/td>\n<td>FAQ\uac00 \ub300\ud654\uc640 \uc5f0\uacb0\ub418\uc5b4 \uc788\uc5b4\ub3c4 FAQ\uc758 1\ucc28 \uc9c8\ubb38\uc744 \uc758\ub3c4 \uc774\ub984\uc73c\ub85c \uc0ac\uc6a9<\/td>\n<td>KG<\/td>\n<td>\ud65c\uc131\ud654, \ube44\ud65c\uc131\ud654(\uae30\ubcf8\uac12)<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#FAQs_Order\">\ubaa8\ud638\uc131 \ud574\uc18c\ub97c \uc704\ud55c FAQ \uc21c\uc11c<\/a><\/td>\n<td>\ubaa8\ud638\uc131 \ud574\uacb0\uc744 \uc704\ud574 \ud45c\uc2dc\ub420 FAQ \uc21c\uc11c \uc124\uc815<\/td>\n<td>KG<\/td>\n<td>\uacc4\uce35\ubcc4 \uc21c\uc11c, \uae30\ubcf8 \uc21c\uc11c(\uae30\ubcf8\uac12)<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Auto_qualify_FAQs\">\uc804\uccb4 \uc77c\uce58\ud558\ub294 \uacbd\ub85c\uc5d0\uc11c FAQ \uc790\ub3d9 \uc790\uaca9 \ubd80\uc5ec<\/a><\/td>\n<td>\ud574\ub2f9 \uacbd\ub85c\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc9c8\uc758\uc640 \uc77c\uce58\ud558\ub294 \uc9c8\ubb38\uc774 \uc5c6\ub354\ub77c\ub3c4 \uacbd\ub85c\uac00 \uc804\uccb4 \uc77c\uce58\ud558\ub294 \uacbd\uc6b0 \uacbd\ub85c\uc758 \ubaa8\ub4e0 FAQ\uc5d0 \uc790\ub3d9\uc73c\ub85c \uc790\uaca9\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4.<\/td>\n<td>KG<\/td>\n<td>\ud65c\uc131\ud654, \ube44\ud65c\uc131\ud654(\uae30\ubcf8\uac12)<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Taxonomy_based_KG\">\ubd84\ub958\ubc95 \uae30\ubc18 KG<\/a><\/td>\n<td>\uacbd\ub85c\uc5d0 \uc788\ub294 \ubaa8\ub4e0 \uc6a9\uc5b4\uc758 \uc804\uccb4 \uc77c\uce58\ub9cc \uacbd\ub85c \uc790\uaca9\uc73c\ub85c \uac04\uc8fc\ud574\uc57c \ud558\ub294 \uacbd\uc6b0 \uc774 \uc635\uc158\uc744 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4.<\/td>\n<td>\uc0ac\uc6a9\uc790 \uc815\uc758(KG)<\/td>\n<td>\ud65c\uc131\ud654, \ube44\ud65c\uc131\ud654(\uae30\ubcf8\uac12)<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Default_Maximum_Wildcards_for_Intent_Patterns\">\uc758\ub3c4 \ud328\ud134\uc744 \uc704\ud55c \uae30\ubcf8 \ucd5c\ub300 \uc640\uc77c\ub4dc\uce74\ub4dc<\/a><\/td>\n<td>\uc758\ub3c4 \ud328\ud134\uc758 \ub2e8\uc5b4 \uc0ac\uc774\uc5d0 \uae30\ubcf8\uc801\uc73c\ub85c \ud5c8\uc6a9\ub418\ub294 \ucd5c\ub300 \uc640\uc77c\ub4dc\uce74\ub4dc \uc218\ub97c \uc815\uc758\ud558\ub824\uba74 \uc774 \uc635\uc158\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774 \uc635\uc158\uc740 \ucd94\uac00\uc801\uc778 \uc640\uc77c\ub4dc\uce74\ub4dc\ub97c \ud3ec\ud568\ud558\ub294 \ud328\ud134\uc744 \uba85\uc2dc\uc801\uc73c\ub85c \uc791\uc131\ud558\ub294 \uac83\uc744 \uc81c\ud55c\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/td>\n<td>FM<\/td>\n<td>0~9 \uc0ac\uc774\uc758 \uc784\uc758\uc758 \uc22b\uc790, \uae30\ubcf8\uc801\uc73c\ub85c 3\uc73c\ub85c \uc124\uc815\ub428<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Maximum_Allowed_Wildcards_in_Entity_Patterns\">\uc5d4\ud2f0\ud2f0 \ud328\ud134\uc744 \uc704\ud55c \uae30\ubcf8 \ucd5c\ub300 \uc640\uc77c\ub4dc\uce74\ub4dc<\/a><\/td>\n<td>\uc5d4\ud2f0\ud2f0 \ud328\ud134\uc758 \ub2e8\uc5b4 \uc0ac\uc774\uc5d0 \uae30\ubcf8\uc801\uc73c\ub85c \ud5c8\uc6a9\ub418\ub294 \ucd5c\ub300 \uc640\uc77c\ub4dc\uce74\ub4dc \uc218\ub97c \uc815\uc758\ud558\ub824\uba74 \uc774 \uc635\uc158\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774 \uc635\uc158\uc740 \ucd94\uac00\uc801\uc778 \uc640\uc77c\ub4dc\uce74\ub4dc\ub97c \ud3ec\ud568\ud558\ub294 \ud328\ud134\uc744 \uba85\uc2dc\uc801\uc73c\ub85c \uc791\uc131\ud558\ub294 \uac83\uc744 \uc81c\ud55c\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/td>\n<td>FM<\/td>\n<td>0~5 \uc0ac\uc774\uc758 \uc784\uc758\uc758 \uc22b\uc790, \uae30\ubcf8\uc801\uc73c\ub85c 2\uc73c\ub85c \uc124\uc815\ub428<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Intent_Pattern_Matching_Order\">\uc758\ub3c4 \ud328\ud134\uc758 \uc77c\uce58 \uc21c\uc11c<\/a><\/td>\n<td>\uc758\ub3c4\uc758 \uccab \ubc88\uc9f8 \ud328\ud134 \uc77c\uce58\ub97c \uc120\ud0dd\ud560\uc9c0(\ud328\ud134\uc774 \uc815\uc758\ub41c \uc21c\uc11c\uc5d0 \ub530\ub77c) \ub610\ub294 \uc758\ub3c4\uc5d0 \ub300\ud574 \uc815\uc758\ub41c \ubaa8\ub4e0 \ud328\ud134\uc744 \uc0b4\ud3b4\ubcf4\uace0 \ucd5c\uc0c1\uc758 \ud328\ud134\uc744 \ucc3e\uc744\uc9c0 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/td>\n<td>FM<\/td>\n<td>\uccab \ubc88\uc9f8(\uae30\ubcf8\uac12), \ucd5c\uc0c1<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Grading_of_Pattern_Matches\">\ud328\ud134 \uc77c\uce58\uc758 \ub4f1\uae09 \ubd84\ub958<\/a><\/td>\n<td>\ud328\ud134 \uc815\uc758\uc640 \ube44\uad50\ud574 \ubcfc \ub54c \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \uc788\ub294 \uc640\uc77c\ub4dc\uce74\ub4dc \uc218\uc5d0 \ub530\ub77c \ud328\ud134 \uc77c\uce58\ub97c \uc720\ub9dd\ud55c \uc77c\uce58\ub85c \ubd84\ub958\ud560\uc9c0 \uc5ec\ubd80\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/td>\n<td>FM<\/td>\n<td>&nbsp;0~9 \uc0ac\uc774\uc758 \uc784\uc758\uc758 \uc22b\uc790, \uae30\ubcf8\uc801\uc73c\ub85c 3\uc73c\ub85c \uc124\uc815\ub428<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Prefer_Only_the_First_Pattern_Match_in_a_Sentence\">\ubb38\uc7a5\uc5d0\uc11c \uccab \ubc88\uc9f8 \ud328\ud134 \uc77c\uce58\ub9cc \uc120\ud638<\/a><\/td>\n<td>\ub2e8\uc77c \ubb38\uc7a5\uc5d0\uc11c \uc5ec\ub7ec \ud328\ud134\uc774 \uc77c\uce58\ud558\ub294 \uacbd\uc6b0 \ubb38\uc7a5\uc5d0\uc11c \uccab \ubc88\uc9f8 \ud328\ud134 \uc77c\uce58\ub9cc \uc120\ud638\ud560\uc9c0 \ub610\ub294 \ubb38\uc7a5\uc5d0\uc11c \ubaa8\ub4e0 \ud328\ud134 \uc77c\uce58\ub97c \uc120\ud0dd\ud560\uc9c0 \uc5ec\ubd80\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/td>\n<td>FM<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"#Exact_Task_Name_Match\">\uc815\ud655\ud55c \uc791\uc5c5 \uc774\ub984 \uc77c\uce58<\/a><\/td>\n<td>&apos;\uc791\uc5c5 \uc774\ub984 \ub2e8\uc5b4\ub97c \uc0ac\uc6a9\ud55c \uc758\ub3c4 \ud0d0\uc9c0&apos;\uac00 \ube44\ud65c\uc131\ud654\ub41c \uacbd\uc6b0 \uc2dc\uc2a4\ud15c\uc774 \uc5c4\uaca9\ud55c \ud328\ud134\uc744 \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud560\uc9c0 \uc5ec\ubd80\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/td>\n<td>FM<\/td>\n<td>\ud65c\uc131\ud654(\uae30\ubcf8\uac12), \ube44\ud65c\uc131\ud654<\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\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<h1><span class=\"ez-toc-section\" id=\"ML\">ML \uc5d4\uc9c4 \uad00\ub828<\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"i\">\ubcf5\ud569\uc5b4 \ubd84\ud560<\/span><\/h2>\n<p>\ubcf5\ud569\uc5b4\ub294 \ub450 \uac1c \uc774\uc0c1\uc758 \ub2e8\uc5b4\uac00 \uacb0\ud569\ub418\uc5b4 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc758\ubbf8\ub97c \uac00\uc9c4 \uc0c8\ub85c\uc6b4 \ub2e8\uc5b4\ub97c \ub9cc\ub4e4 \ub54c \ud615\uc131\ub429\ub2c8\ub2e4. \ud2b9\ud788 \ub450 \uac1c(\ub610\ub294 \uadf8 \uc774\uc0c1) \ub2e8\uc5b4\uac00 \uacb0\ud569\ud558\uc5ec \ud569\uc131\uc5b4\ub97c \ud615\uc131\ud558\uba70 \ubb34\ud55c\ud55c \uc591\uc758 \uc0c8\ub85c\uc6b4 \ud569\uc131\uc5b4\ub85c \uc774\uc5b4\uc9c0\ub294 \ub3c5\uc77c\uc5b4\uc758 \uacbd\uc6b0\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, <em>Bilder | buch<\/em>(\uadf8\ub9bc\ucc45)\uc758 <em>-er<\/em>\ucc98\ub7fc \uad6c\uc131 \uc694\uc18c\ub294 \uc804\ud658 \uc694\uc18c\uc640 \uc5f0\uacb0\ub429\ub2c8\ub2e4. \ud639\uc740 \uc218\uc2dd\uc5b4\uc758 \uc77c\ubd80\ub97c \uc0ad\uc81c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, <em>Kirch | turm<\/em>(\uad50\ud68c \ud0d1), \uc5ec\uae30\uc11c \uae30\ubcf8\ud615 <em>Kirche<\/em>\uc758 \ub9c8\uc9c0\ub9c9 <em>-e<\/em>\uac00 \uc0ad\uc81c\ub429\ub2c8\ub2e4. \uc885\uc885 \ud569\uc131\uc5b4\uac00 \uc5b4\uac04\uacfc\ub294 \uc644\uc804\ud788 \ub2e4\ub978 \uac83\uc744 \uc758\ubbf8\ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc5b4\uac04 <em>grun<\/em> | <em>der<\/em>(green|the))\uc744 \uac00\uc9c4 <em>Grunder<\/em>\uc785\ub2c8\ub2e4. NLP \uad00\uc810\uc5d0\uc11c, NLP \uc5d4\uc9c4\uc774 \ub2e8\uc5b4\uc640 \ud504\ub85c\uc138\uc2a4\ub97c \ubd84\ud560\ud558\uc5ec\uc57c \ud558\ub294 \uc2dc\uc810\uacfc \uc804\uccb4 \ub2e8\uc5b4\ub97c \ucc98\ub9ac\ud574\uc57c \ud558\ub294 \uc2dc\uc810\uc744 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uc124\uc815\uc744 \ud1b5\ud574 \ubcf5\ud569\uc5b4\ub97c \ucc98\ub9ac\ud558\ub294 \ubc29\ubc95\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \ud65c\uc131\ud654\ub418\uace0 \ub098\uba74, \uc0ac\uc6a9\uc790 \ubc1c\ud654\uc5d0 \uc788\ub294 \ubcf5\ud569\uc5b4\uac00 \uc5b4\uac04\uc73c\ub85c \ubd84\ud560\ub41c \ub2e4\uc74c \uc758\ub3c4\ub97c \ud0d0\uc9c0\ub97c \uc704\ud55c \ud3c9\uac00 \ub300\uc0c1\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-2\">\uc758\ub3c4 \uc5c6\uc74c<\/span><\/h2>\n<p>\uae30\uacc4 \ud559\uc2b5(ML) \uc5d4\uc9c4\uc740 \ud559\uc2b5 \ubc1c\ud654\ub97c \ud1b5\ud574 \ud559\uc2b5 \uae30\ubc18 \uc0ac\uc6a9\uc790 \ubc1c\ud654\ub97c \ud3c9\uac00\ud558\ub294 \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. ML \ubaa8\ub378\uc740 \uc0ac\uc6a9\uc790 \uc785\ub825\uc744 \uc774\uc640 \uac19\uc740 \uc785\ub825\uc73c\ub85c \ubd84\ub958\ud558\ub824\uace0 \ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc5b4\ud718\uac00 \ubc94\uc704 \ubc16\uc5d0 \uc788\ub294 \uacbd\uc6b0\uc5d0\ub3c4 ML\uc740 \uc774\uac83 \uc5ed\uc2dc \ubd84\ub958\ud558\ub824\uace0 \ud558\uba70 \uc774\ub294 \uacbd\uc6b0\uc5d0 \ub530\ub77c \uc5d4\ud2f0\ud2f0\uc758 \uc758\ub3c4\uc5d0 \ubc29\ud574\uac00 \ub420 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc5d4\ud2f0\ud2f0 \ub178\ub4dc\uc5d0 \uc788\ub294 \uc0ac\ub78c\uc758 \uc774\ub984\uc774 \uc758\ub3c4\ub97c \ud2b8\ub9ac\uac70\ud574\uc11c\ub294 \uc548 \ub429\ub2c8\ub2e4. <em>\uc758\ub3c4<\/em> <em>\uc5c6\uc74c<\/em>\uc744 \ucd94\uac00\ud558\uba74 \ubd07\uc5d0\uc11c \uc774\ub7ec\ud55c \uc758\ub3c4\uc5d0 \ub300\ud55c \uc784\uc758\uc758 \uc785\ub825\uc744 \ubd84\ub958\ud558\ub3c4\ub85d \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud65c\uc131\ud654\ub418\uace0 \ub098\uba74 \uc0ac\uc6a9\uc790 \ubc1c\ud654\uc5d0 \ubd07 \ud559\uc2b5, \uc989, \ubd07 \uc5b4\ud718\uc5d0\uc11c \uc0ac\uc6a9\ub418\uc9c0 \uc54a\uc740 \ub2e8\uc5b4\uac00 \ud3ec\ud568\ub41c \uacbd\uc6b0 ML \ubaa8\ub378\uc774 \uc774\ub7ec\ud55c \uc758\ub3c4 \uc5c6\uc74c\uc744 \uc2dd\ubcc4\ud558\ub3c4\ub85d \uc870\uc815\ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"ML-2\">ML \uc5d4\uc9c4 \uc678\ubd80\ud654<\/span><\/h2>\n<p>\uae30\uacc4 \ud559\uc2b5\uc5d0\uc11c \ud558\uc774\ud37c \ub9e4\uac1c \ubcc0\uc218\ub294 \ud559\uc2b5 \ud504\ub85c\uc138\uc2a4\ub97c \uc81c\uc5b4\ud558\ub294 \ub370 \uadf8 \uac12\uc744 \uc0ac\uc6a9\ud558\ub294 \ub9e4\uac1c \ubcc0\uc218\uc785\ub2c8\ub2e4. \ud558\uc774\ud37c \ub9e4\uac1c \ubcc0\uc218\ub294 \ubd07\uc758 \ucd94\uac00 \uc0ac\uc6a9\uc790 \uc815\uc758 \uc635\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc0ac\uc6a9\uc790 \uc815\uc758\ud560 \uc218 \uc788\ub294 ML \uc124\uc815\uc785\ub2c8\ub2e4.<\/p>\n<h4 id=\"network_type\">\ub124\ud2b8\uc6cc\ud06c \uc720\ud615<\/h4>\n<p>\uc0ac\uc6a9\ud558\ub824\ub294 \uc2e0\uacbd\ub9dd\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc124\uc815\uc740 v8.1 \uc774\ud6c4 \uae30\uacc4 \ud559\uc2b5 \uc139\uc158\uc73c\ub85c \uc774\ub3d9\ub418\uc5c8\uc2b5\ub2c8\ub2e4. <a href=\"\/?p=17928#Threshold_Configurations\" target=\"_blank\" rel=\"noopener noreferrer\">\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694<\/a>.<\/p>\n<h4 id=\"epochs\">\uc5d0\ud3ec\ud06c(Epoch)<\/h4>\n<p>\uc778\uacf5 \uc2e0\uacbd\ub9dd \uad00\uc810\uc5d0\uc11c \uc5d0\ud3ec\ud06c(Epoch)\ub294 \uc804\uccb4 \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ud1b5\ud55c \ud55c \uc8fc\uae30\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \ube44 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0\uc11c \uc88b\uc740 \uc131\uacfc\ub97c \uc5bb\uc73c\ub824\uba74, \uc77c\ubc18\uc801\uc73c\ub85c(\ud56d\uc0c1 \uadf8\ub7f0 \uac83\uc740 \uc544\ub2d8) \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub300\ud558\uc5ec \ub450 \ubc88 \uc774\uc0c1\uc740 \ud1b5\uacfc\ud574\uc57c \ud569\ub2c8\ub2e4. \uc5d0\ud3ec\ud06c(Epoch) \uc218\ub294 \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ud1b5\ud55c \uc644\uc804\ud55c \ud1b5\uacfc \uc218\ub97c \uc81c\uc5b4\ud558\ub294 \ud558\uc774\ud37c \ub9e4\uac1c \ubcc0\uc218\uc785\ub2c8\ub2e4.<\/p>\n<h4 id=\"batch_size\">\ubc30\uce58 \ud06c\uae30<\/h4>\n<p>\ubc30\uce58 \ud06c\uae30\ub294 \uae30\uacc4 \ud559\uc2b5\uc5d0\uc11c \uc0ac\uc6a9\ud558\ub294 \uc6a9\uc5b4\uc774\uba70 1\ud68c \ubc18\ubcf5\uc5d0\uc11c \uc0ac\uc6a9\ud558\ub294 \ud559\uc2b5 \uc608\uc81c\uc758 \uc218\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc2e0\uacbd\ub9dd\uc744 \ud559\uc2b5\uc2dc\ud0ac \ub54c \uc624\ucc28 \uae30\uc6b8\uae30 \ucd94\uc815\uce58\uc758 \uc815\ud655\ub3c4\ub97c \uc81c\uc5b4\ud569\ub2c8\ub2e4. \ubc30\uce58 \ud06c\uae30\ub294 \ubaa8\ub378\uc758 \ub0b4\ubd80 \ub9e4\uac1c \ubcc0\uc218\uac00 \uc5c5\ub370\uc774\ud2b8\ub418\uae30 \uc804\uc5d0 \ud559\uc2b5\uc2dc\ud0ac \ud559\uc2b5 \uc0d8\ud50c\uc758 \uc218\ub97c \uc81c\uc5b4\ud558\ub294 \ud558\uc774\ud37c \ub9e4\uac1c \ubcc0\uc218\uc785\ub2c8\ub2e4.<\/p>\n<h4 id=\"learning_rate\">\ud559\uc2b5\ub960<\/h4>\n<p>\uae30\uacc4 \ud559\uc2b5 \ubc0f \ud1b5\uacc4\uc5d0\uc11c, \ud559\uc2b5\ub960\uc740 \uc190\uc2e4 \ud568\uc218\uc758 \ucd5c\uc18c\uac12\uc744 \ud5a5\ud574 \uc774\ub3d9\ud558\uba74\uc11c \uac01 \ubc18\ubcf5\uc5d0\uc11c \ub2e8\uacc4 \ud06c\uae30\ub97c \uacb0\uc815\ud558\ub294 \ucd5c\uc801\ud654 \uc54c\uace0\ub9ac\uc998\uc758 \uc870\uc815 \ub9e4\uac1c\ubcc0\uc218\uc785\ub2c8\ub2e4. \uc190\uc2e4\uc744 \uae30\ubc18\uc73c\ub85c \uc2e0\uacbd\ub9dd\uc5d0\uc11c \uac00\uc911\uce58 \uc5c5\ub370\uc774\ud2b8\ub97c \uc81c\uc5b4\ud558\ub294 \ub9e4\uac1c \ubcc0\uc218\ub85c \uc0dd\uac01\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4 id=\"dropout\">\ub4dc\ub86d\uc544\uc6c3<\/h4>\n<p>\ub4dc\ub86d\uc544\uc6c3\uc774\ub77c\ub294 \uc6a9\uc5b4\ub294 \uc2e0\uacbd\ub9dd\uc5d0\uc11c \ub2e8\uc704(\uc228\uae40 \ubc0f \ud45c\uc2dc)\ub97c \ub204\ub77d\uc2dc\ud0a4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uac04\ub2e8\ud788 \ub9d0\ud574\uc11c, \ub4dc\ub86d\uc544\uc6c3\uc740 \ubb34\uc791\uc704\ub85c \uc120\ud0dd\ub41c \ud2b9\uc815 \ub274\ub7f0 \uc138\ud2b8\uc758 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \ub2e8\uc704(\uc989, \ub274\ub7f0)\ub97c \ubb34\uc2dc\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130\uc758 \uacfc\ucd5c\uc801\ud654\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \uc815\uaddc\ud654 \uae30\ubc95\uc785\ub2c8\ub2e4.<\/p>\n<h4 id=\"vectorizer\">\ubca1\ud130\ud654<\/h4>\n<p>\ubca1\ud130\ud654\ub294 \uc694\uc18c\ubcc4 \uc5f0\uc0b0 \ub300\uc2e0 \uacc4\uc0b0\uc5d0 \ubca1\ud130 \uc5f0\uc0b0\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ud2b9\uc9d5 \ucd94\ucd9c \uae30\ubc95\uc744 \uacb0\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c \uc911 \ud558\ub098\ub85c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uce74\uc6b4\ud2b8 \ubca1\ud130\ud654<\/strong>\ub294 \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8 \ubb38\uc11c\ub97c \ud14d\uc2a4\ud2b8\uc758 \uac01 \ub2e8\uc5b4 \ubc1c\uc0dd \ube48\ub3c4(\uac1c\uc218)\ub97c \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uc6a9\uc5b4\/\ud1a0\ud070 \uc218\uc758 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8\uac00 \uc5ec\ub7ec \uac1c \uc788\uace0, \ud14d\uc2a4\ud2b8\uc758 \uac01 \ub2e8\uc5b4\ub97c \ucd94\uac00 \ud14d\uc2a4\ud2b8 \ubd84\uc11d\uc5d0 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574 \ubca1\ud130\ub85c \ubcc0\ud658\ud574\uc57c \ud560 \ub54c \uc720\uc6a9\ud569\ub2c8\ub2e4. \ubca1\ud130 \ud45c\ud604\uc744 \uc0dd\uc131\ud558\uae30 \uc804\uc5d0 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uc0ac\uc804 \ucc98\ub9ac\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>TFIDF \ubca1\ud130\ud654<\/strong>\ub294 \ubb38\uc11c \ubaa8\uc74c\uc5d0\uc11c \ubb38\uc11c\uc640 \ub2e8\uc5b4\uc758 \uad00\ub828\uc131\uc744 \ud3c9\uac00\ud558\ub294 \ud1b5\uacc4\uc801 \uce21\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \ubb38\uc11c\uc5d0 \ub2e8\uc5b4\uac00 \ub098\ud0c0\ub098\ub294 \ud69f\uc218(\uc6a9\uc5b4 \ube48\ub3c4 TF)\uc640 \ubb38\uc11c \uc9d1\ud569\uc5d0\uc11c \ub2e8\uc5b4\uc758 \uc5ed \ubb38\uc11c \ube48\ub3c4(IDF), \ub450 \uac00\uc9c0 \uc9c0\ud45c\ub97c \uacf1\ud55c \uac83\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4 id=\"max_seq_len\">\ucd5c\ub300 \uc2dc\ud000\uc2a4 \uae38\uc774<\/h4>\n<p>\ubb38\uc7a5\uc744 \ucc98\ub9ac\ud560 \ub54c(\ud559\uc2b5 \ub610\ub294 \uc608\uce21\uc744 \uc704\ud574) \uc2dc\ud000\uc2a4\uc758 \uae38\uc774\ub294 \ubb38\uc7a5\uc758 \ub2e8\uc5b4 \uc218\uc785\ub2c8\ub2e4. \ucd5c\ub300 \uc2dc\ud000\uc2a4 \uae38\uc774 \ub9e4\uac1c \ubcc0\uc218\ub294 \ud559\uc2b5 \ub300\uc0c1\uc73c\ub85c \uace0\ub824\ud560 \ucd5c\ub300 \ub2e8\uc5b4 \uc218\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uc785\ub825 \ub610\ub294 \ud559\uc2b5 \uad6c\ubb38 \ubb38\uc7a5 \uc2dc\ud000\uc2a4 \uae38\uc774\uac00 \ucd5c\ub300 \ubb38\uc7a5 \uae38\uc774\ubcf4\ub2e4 \uae38\uba74 \uc774 \uae38\uc774\ub85c \uc790\ub974\uace0 \uadf8\ubcf4\ub2e4 \uc791\uc73c\uba74 \ubb38\uc7a5\uc744 \ud2b9\uc218 \ud1a0\ud070\uc73c\ub85c \ucc44\uc6c1\ub2c8\ub2e4.<\/p>\n<h4 id=\"embed_type\">\uc784\ubca0\ub529 \uc720\ud615<\/h4>\n<p>(\ub2e8\uc5b4) \uc784\ubca0\ub529\uc740 \uc785\ub825\/\ud559\uc2b5 \ud14d\uc2a4\ud2b8\uc5d0\uc11c\uc758 \ub2e8\uc5b4 \ub610\ub294 \uad6c\uc758 \ubca1\ud130 \ud45c\ud604\uc785\ub2c8\ub2e4. \uc720\uc0ac\ud55c \uc758\ubbf8\ub97c \uac00\uc9c4 \ub2e8\uc5b4\ub294 n\ucc28\uc6d0 \uacf5\uac04\uc5d0\uc11c \uc720\uc0ac\ud55c \ubca1\ud130 \ud45c\ud604\uc744 \uac00\uc9c0\uba70 \ubca1\ud130 \uac12\uc740 \uc2e0\uacbd\ub9dd\uacfc \uc720\uc0ac\ud55c \ubc29\uc2dd\uc73c\ub85c \ud559\uc2b5\ub429\ub2c8\ub2e4. \uc784\ubca0\ub529 \uc720\ud615\uc740 \ub2e4\uc74c \uc911 \ud558\ub098\ub85c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ubb34\uc791\uc704<\/strong>(\uae30\ubcf8 \uc124\uc815): \ucc98\uc74c\uc5d0\ub294, \ubaa8\ub4e0 \ub2e8\uc5b4\uc5d0 \ubb34\uc791\uc704\ub85c \uc784\ubca0\ub529\uc774 \ud560\ub2f9\ub41c \ub2e4\uc74c \uc784\ubca0\ub529\uc774 \ud559\uc2b5\ud558\ub294 \ub3d9\uc548 \uc8fc\uc5b4\uc9c4 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ucd5c\uc801\ud654\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc0dd\uc131\ub428<\/strong>: \ud559\uc2b5\uc774 \uc2dc\uc791\ub418\uae30 \uc9c1\uc804\uc5d0 \ub2e8\uc5b4 \uc784\ubca0\ub529\uc774 \uc0dd\uc131\ub429\ub2c8\ub2e4. <strong>Word2Vec<\/strong> \ubaa8\ub378\uc740 \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub807\uac8c \uc0dd\uc131\ub41c \uc784\ubca0\ub529\uc744 \ud559\uc2b5 \uc911\uc5d0 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \uc0dd\uc131\ub41c \ub2e8\uc5b4 \uc784\ubca0\ub529\uc740 \ud559\uc2b5\ud558\ub294 \ub3d9\uc548 \uc8fc\uc5b4\uc9c4 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ucd5c\uc801\ud654\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4 id=\"embed_dim\">\uc784\ubca0\ub529 \ucc28\uc6d0<\/h4>\n<p>\uc784\ubca0\ub529 \ucc28\uc6d0\uc740 \uc784\ubca0\ub529 \ubca1\ud130\uc758 \ud06c\uae30\ub97c \uc815\uc758\ud569\ub2c8\ub2e4. \ub2e8\uc5b4 \uc784\ubca0\ub529\uc774 \ubb34\uc791\uc704 \ud639\uc740 \uc0dd\uc131\ub41c \uacbd\uc6b0, \uc784\uc758\uc758 \uc22b\uc790\ub97c \uc784\ubca0\ub529 \ucc28\uc6d0\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"K_Fold\">K Fold \uad50\ucc28 \uac80\uc99d<\/span><\/h2>\n<p>\uad50\ucc28 \uac80\uc99d\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 \uc808\ucc28\uc5d0\ub294 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130 \uc0d8\ud50c\uc774 \ubd84\ud560\ub41c \uadf8\ub8f9\uc758 \uc218\ub97c \uc758\ubbf8\ud558\ub294 <em>k<\/em>\ub77c\ub294 \ub2e8\uc77c \ub9e4\uac1c \ubcc0\uc218\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc124\uc815\uc744 \ud1b5\ud574 K \ub9e4\uac1c \ubcc0\uc218\ub97c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad50\ucc28 \uac80\uc99d\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 <a href=\"\/?p=21312\">\uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-3\">\ud37c\uc9c0 \uc77c\uce58<\/span><\/h2>\n<p>\ud37c\uc9c0 \uc77c\uce58\ub294 \uc2dc\uc2a4\ud15c\uc774 \uc815\ud655\ud558\uc9c0 \uc54a\uc740 \uc77c\uce58\ub97c \uc2dd\ubcc4\ud558\uac8c \ud558\ub294 \ub300\ub7b5\uc801\uc778 \ubb38\uc790\uc5f4 \uc77c\uce58 \uae30\uc220\uc785\ub2c8\ub2e4. ML \uc5d4\uc9c4\uc740 \ud37c\uc9c0 \uc77c\uce58 \ub17c\ub9ac\ub85c \ud655\uc2e4\ud55c \uc77c\uce58\ub97c \uc2dd\ubcc4\ud569\ub2c8\ub2e4. \ud37c\uc9c0 \uc77c\uce58 \uc54c\uace0\ub9ac\uc998\uc740 \uc0ac\uc6a9\uc790 \ubc1c\ud654\uc640\uc758 \uc720\uc0ac\uc131\uc744 \uae30\ubc18\uc73c\ub85c \uc758\ub3c4\uc5d0 <em>\ud37c\uc9c0 \uac80\uc0c9<\/em> \uc810\uc218\ub97c \ud560\ub2f9\ud569\ub2c8\ub2e4. \ud37c\uc9c0 \uc77c\uce58 \uc810\uc218\uac00 95\uc810 \uc774\uc0c1(0-100\uc810 \ub9cc\uc810)\uc778 \uc758\ub3c4\ub294 \ucd5c\uc885 \uc77c\uce58\ub85c \uc2dd\ubcc4\ub429\ub2c8\ub2e4. \uadf8\ub7ec\ub098, \ud37c\uc9c0 \uc77c\uce58\ub294 \ucca0\uc790\uac00 \ube44\uc2b7\ud558\uc9c0\ub9cc \uc758\ubbf8\uac00 \ub2e4\ub978 \ub2e8\uc5b4\uac00 \uc788\ub294 \uacbd\uc6b0 \uae0d\uc815 \uc624\ub958\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uac00\ub2a5(possible) \ub300 \ubd88\uac00\ub2a5(impossible) \ub610\ub294 \uac00\ub2a5(available) \ub300 \ubd88\uac00\ub2a5(unavailable)\uc758 \uacbd\uc6b0\ub97c \ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub3d9\uc791\uc740 \uacbd\uc6b0\uc5d0 \ub530\ub77c \ubb38\uc81c\uac00 \ub429\ub2c8\ub2e4. \uc774 \uc635\uc158\uc744 \ube44\ud65c\uc131\ud654\ud558\uace0 ML \uc5d4\uc9c4\uc774 \uc774 \uc77c\uce58 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc9c0 \uc54a\ub3c4\ub85d \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-4\">\ubd80\uc815\uc5b4 \ucc98\ub9ac<\/span><\/h2>\n<p>\uc0ac\uc6a9\uc790 \ubc1c\ud654\uc5d0 \ubd80\uc815\uc5b4\uac00 \uc788\uc744 \ub54c ML \uc5d4\uc9c4\uc758 \ub3d9\uc791\uc744 \uc120\ud0dd\ud558\ub3c4\ub85d \uc124\uc815\ub429\ub2c8\ub2e4. \ubd80\uc815\uc5b4 \ucc98\ub9ac \uad6c\uc131\uc774 \ud65c\uc131\ud654\ub41c \uacbd\uc6b0, \uc0ac\uc6a9\uc790 \ubc1c\ud654\uc5d0 \ubd80\uc815\uc5b4 \uacbd\ud5a5\uc758 \ub2e8\uc5b4\uac00 \uc788\ub2e4\uba74 \uc758\ub3c4\uc758 ML \uc810\uc218\uc5d0 \ubd88\uc774\uc775\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-5\">\ub2e4\uc911 \ubc1c\uc0dd \ubb34\uc2dc<\/span><\/h2>\n<p>\uc0ac\uc6a9\uc790 \ubc1c\ud654\uc5d0 \uac19\uc740 \ub2e8\uc5b4\uac00 \uc5ec\ub7ec \ubc88 \ub098\ud0c0\ub098\ub294 \uacbd\uc6b0 \uc758\ub3c4 \uc2dd\ubcc4\uc774 \uc65c\uace1\ub418\ub294 \uacbd\uc6b0\uac00 \uc788\uc2b5\ub2c8\ub2e4. <strong>\ub2e4\uc911 \ubc1c\uc0dd \ubb34\uc2dc<\/strong> \uc124\uc815\uc744 \ud65c\uc131\ud654\ud558\uba74 \uc0ac\uc6a9\uc790 \ubc1c\ud654\uc5d0 \uc788\ub294 \uac19\uc740 \ub2e8\uc5b4\uc758 \ub2e4\uc911 \ubc1c\uc0dd\uc774 \ubb34\uc2dc\ub429\ub2c8\ub2e4. \ubca1\ud130\ud654 \ubc0f \ud6c4\uc18d \uc758\ub3c4 \uc77c\uce58\ub97c \uc704\ud574 \ubc18\ubcf5\ub418\ub294 \ub2e8\uc5b4\ub97c \ub450\uace0 \ud55c \ubc88\ub9cc \ub354 \ud3c9\uac00\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-6\">\uc0ac\uc6a9\uc790 \ubc1c\ud654\uc758 \uc5d4\ud2f0\ud2f0 \ud50c\ub808\uc774\uc2a4 \ud640\ub354<\/span><\/h2>\n<p>\uc758\ub3c4 \ud0d0\uc9c0 \uae30\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\ub3c4\ub85d \uc2dc\uc2a4\ud15c\uc774 \uc0ac\uc6a9\uc790 \ubc1c\ud654\uc5d0 \uc788\ub294 \uc5d4\ud2f0\ud2f0 \uac12\uc744 <em>\uc5d4\ud2f0\ud2f0 \ud50c\ub808\uc774\uc2a4<\/em> \ud640\ub354\ub85c \ub300\uccb4\ud558\ub824\ub294 \uacbd\uc6b0\uac00 \uc788\uc2b5\ub2c8\ub2e4. NER \ubaa8\ub378\ub85c \ud574\uacb0\ub418\uc9c0 \uc54a\uc740 \uc5d4\ud2f0\ud2f0\ub294 \ub300\uccb4\uc5d0 \uc0ac\uc6a9\ub418\uc9c0 \uc54a\uc73c\ubbc0\ub85c, \uc774 \uc635\uc158\uc744 \ud65c\uc131\ud654\ud558\uba74 \ubaa8\ub4e0 \ud559\uc2b5 \ubc1c\ud654\uc5d0 \uc8fc\uc11d\uc744 \ub2ec \uac83\uc744 \uac15\ub825\ud558\uac8c \uad8c\uc7a5\ud569\ub2c8\ub2e4. \ucd5c\uc885 \uc0ac\uc6a9\uc790 \uc0c1\ud638 \uc791\uc6a9, \ubc30\uce58 \ud14c\uc2a4\ud2b8, \ubc1c\ud654 \ud14c\uc2a4\ud2b8, \ub300\ud654 \ud14c\uc2a4\ud2b8\uc758 \uc0ac\uc6a9\uc790 \ubc1c\ud654\uc5d0\uc11c \uc774\ub7ec\ud55c \uc5d4\ud2f0\ud2f0\uac00 \ub300\uccb4\ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-7\">\ubb38\uc7a5 \ubd84\ud560<\/span><\/h2>\n<p>\uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \uc5ec\ub7ec \uac1c\uc758 \ubb38\uc7a5\uc774 \uc788\ub294 \uacbd\uc6b0 \uac01 \ubb38\uc7a5\uc5d0 \ud558\ub098\uc529 \uc5ec\ub7ec \uac1c\uc758 \uc758\ub3c4 \ud638\ucd9c\uc774 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc5b4\ub5a4 \uacbd\uc6b0\uc5d0\ub294 \uc801\ud569\ud558\uc9c0 \uc54a\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uc0ac\uc6a9\uc790 \ubc1c\ud654, <em>\ud2f0\ucf13\uc744 \uc608\uc57d\ud558\uace0 \uc2f6\uc2b5\ub2c8\ub2e4\uc758 \uacbd\uc6b0\uc785\ub2c8\ub2e4. \uc1fc \uc608\uc57d\uc73c\ub85c \ub9ac\ub514\ub809\uc158\ud558\uae30<\/em>\ub294 <em>\ud2f0\ucf13\uc744 \uc608\uc57d\ud558\uace0 \uc2f6\uc2b5\ub2c8\ub2e4<\/em> \ubc0f <em>\uc1fc \uc608\uc57d\uc73c\ub85c \ub9ac\ub514\ub809\uc158\ud558\uace0 \uc2f6\uc2b5\ub2c8\ub2e4<\/em>\uc5d0 \ub300\ud574 0.6 ML \uc810\uc218\ub97c \uc5bb\uace0 \ucd1d ML \uc810\uc218 0.6\uc774 \ub429\ub2c8\ub2e4. \uc774 \uc124\uc815\uc744 \ube44\ud65c\uc131\ud654\ud558\uba74 \uc758\ub3c4 \uc2dd\ubcc4\uc744 \uc704\ud574 \uc6d0\ub798\uc758 \uc0ac\uc6a9\uc790 \uc785\ub825\uc744 ML\ub85c \ubcf4\ub0b4\uac8c \ub418\uace0 \uc704\uc758 \uc608\uc5d0 \ub300\ud574\uc11c\ub294 0.99 \uac19\uc740 \ud655\uc2e4\ud55c \uc810\uc218\ub97c \uc5bb\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-8\">\ub2e4\uc911 \uc758\ub3c4 \ubaa8\ub378<\/span><\/h2>\n<p>\uc774 \uae30\ub2a5\uc744 \ud65c\uc131\ud654\ud558\uba74, \uadc0\ud558\uc758 \ubd07\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc5ec\ub7ec ML \uc758\ub3c4 \ubaa8\ub378\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub4e0 \uae30\ubcf8 \ub300\ud654 \uc758\ub3c4\ub294 \ubd07 \uc218\uc900 \uc758\ub3c4 \ubaa8\ub378\uc758 \uc77c\ubd80\uac00 \ub429\ub2c8\ub2e4. \ubcc4\ub3c4\uc758 \ub300\ud654 \uc218\uc900 ML \ubaa8\ub378\uc740 \uac01\uac01 \ub2e4\ub978 \ub300\ud654 \uc791\uc5c5, \ud558\uc704 \ub300\ud654 \uc791\uc5c5\uc5d0\uc11c \uc791\uc131\ub418\uba70 \uac01 \uc791\uc5c5 \uc9c0\uc815\uc5d0\uc11c \uc0ac\uc6a9\ub41c \ud558\uc704 \uc758\ub3c4\ub97c \uad6c\uc131\ud569\ub2c8\ub2e4. <a href=\"\/?p=17928#Threshold_Configurations\" target=\"_blank\" rel=\"noopener noreferrer\">\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-9\">\uc740\ub2c9\uce35\uc758 \ub274\ub7f0<\/span><\/h2>\n<p>\uc740\ub2c9\uce35\uc758 \ub274\ub7f0\uc740 ML \ubaa8\ub378\uc5d0\uc11c \uc758\ub3c4 \uc2dd\ubcc4\uc744 \uc218\ud589\ud558\ub294 \ub3d9\uc548 \ucc44\ud0dd\ud560 \uac15\ub3c4\/\uc5c4\uaca9\uc131\uc744 \uacb0\uc815\ud569\ub2c8\ub2e4. \ub274\ub7f0 \uc218\uac00 \ub9ce\uc744 \uc218\ub85d \uc815\ud655\ub3c4\uac00 \ub192\uc544\uc9c0\uc9c0\ub9cc \ud559\uc2b5\uc744 \uc644\ub8cc\ud558\ub824\uba74 \ub354 \uae34 \uc2dc\uac04\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub274\ub7f0 \uc218\uac00 \uc801\uc73c\uba74 \uc815\ud655\ub3c4\ub294 \ub5a8\uc5b4\uc9c0\uc9c0\ub9cc \ud559\uc2b5 \uc2dc\uac04\uc740 \ube68\ub77c\uc9d1\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c 1000\uc73c\ub85c \uace0\uc815\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc0c1\uc801\uc73c\ub85c, \uc774 \uac12\uc740 \ubd07\uc758 \uc758\ub3c4 \uc218\uc758 1\ubc30\uc5ec\uc57c \ud558\uba70 \uc815\ud655\ub3c4\ub97c \ub192\uc774\ub824\uba74 \ucd5c\ub300 2\ubc30\uae4c\uc9c0 \uc62c\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc77c\ubc18\uc801\uc778 \uad8c\uc7a5 \uc0ac\ud56d\uc774\uba70 \ud559\uc2b5\uc758 \ud488\uc9c8\uc5d0 \ub530\ub77c \ub2e4\ub985\ub2c8\ub2e4<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Softmax\">Softmax \uc628\ub3c4<\/span><\/h2>\n<p>Softmax \uc628\ub3c4\ub97c \uc0ac\uc6a9\ud558\uba74 ML \uc5d4\uc9c4\uc774 ML \ubaa8\ub378\uc5d0\uc11c \ucd5c\uc0c1\uc758 \uc758\ub3c4\ub97c \uc5bc\ub9c8\ub098 \ud655\uc2e4\ud558\uac8c \uc2dd\ubcc4\ud574\uc57c \ud558\ub294\uc9c0 \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc628\ub3c4\ub294 softmax\uc5d0\uc11c \ucd5c\uc885 \ud655\ub960\uc5d0 \uc601\ud5a5\uc744 \uc8fc\ub294 \ub85c\uc9d3(\ubaa8\ub378 \ucd9c\ub825)\uc5d0 \uc801\uc6a9\ub418\ub294 \ud558\uc774\ud37c \ub9e4\uac1c\ubcc0\uc218\uc785\ub2c8\ub2e4. 0\uc5d0\uc11c 1 \uc0ac\uc774\uc758 \uc5b4\ub5a4 \uac12\uc740 ML \uc5d4\uc9c4\uc774 \uc2e0\ub8b0\ub3c4\uac00 \ub0ae\uc740 \ucd5c\uc0c1\uc758 \uc758\ub3c4\ub97c \uc2dd\ubcc4\ud574\uc57c \ud568\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. 0\uc740 \uc2e0\ub8b0\ub3c4\uac00 \ub9e4\uc6b0 \ub0ae\uace0 1\uc740 \uc77c\ubc18\uc801\uc778 \uc2e0\ub8b0\ub3c4\uc785\ub2c8\ub2e4. 1\uc5d0\uc11c 100 \uc0ac\uc774\uc758 \uac12\uc740 ML \uc5d4\uc9c4\uc774 \ucd5c\uc0c1\uc758 \uc758\ub3c4\uc5d0 \ub300\ud574 \ub192\uc740 \uc2e0\ub8b0\ub3c4\ub97c \ubcf4\uc784\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. 1\uc740 \uc77c\ubc18\uc801\uc778 \uc2e0\ub8b0\ub3c4\uc774\uba70 \uac00\ub2a5\ud55c \uacbd\uc6b0 100\uc740 \ub192\uc740 \uc2e0\ub8b0\ub3c4\uc785\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"ML-3\">ML\uc5d0\uc11c \ucca0\uc790 \uc218\uc815<\/span><\/h2>\n<p>\uc601\uc5b4\ub85c \ub41c \ubd07\uc758 \uacbd\uc6b0, ML \ubd07 \uc0ac\uc804\uc5d0\uc11c \ucca0\uc790 \uc218\uc815\uc774 \ubc1c\uc0dd\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574, ML \ud559\uc2b5\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\ub294 \ubd07\uc740 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub294 \uc608\uce21\ud558\ub294 \ub3d9\uc548 ML \ubd07 \uc0ac\uc804\uc5d0\uc11c \ucca0\uc790 \uc218\uc815\uc744 \ud65c\uc131\ud654\ud558\uc5ec \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. NLP \uace0\uae09 \uc124\uc815\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc815\uc758 \uad6c\uc131\uc744 \ucd94\uac00\ud558\uc5ec \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uac83\uc740 <strong>\uc0ac\uc6a9\uc790 \uc815\uc758<\/strong> \uc124\uc815\uc774\uba70, \ud65c\uc131\ud654\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694.<\/p>\n<ol>\n<li><strong>\uc0ac\uc6a9\uc790 \uc815\uc758 \ucd94\uac00<\/strong><\/li>\n<li>\uc774\ub984\uc744 <em>ML_spell_correction<\/em>\uc73c\ub85c \uc785\ub825<\/li>\n<li>\uac12\uc744 <em>\uc0ac\uc6a9 \ud568<\/em> \ub610\ub294&nbsp;<em>\uc0ac\uc6a9 \uc548 \ud568<\/em>\uc73c\ub85c \uc785\ub825<\/li>\n<\/ol>\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<h1><span class=\"ez-toc-section\" id=\"RR\">RR \uc5d4\uc9c4 \uad00\ub828<\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"i-10\">\uc758\ub3c4 \uc81c\uac70 \uaddc\uce59<\/span><\/h2>\n<p>R&amp;R \uc5d4\uc9c4\uc5d0\ub294 \uac00\ub2a5\ud55c ML \uc77c\uce58\ub97c \uac70\ubd80\ud558\ub294 \uba87 \uac00\uc9c0 \ubcf4\ud638 \uaddc\uce59\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \ub3d9\uc0ac \ub2e8\uc5b4\ub9cc \ud3ec\ud568\ub41c \uacbd\uc6b0 \uc758\ub3c4\ub97c \uac70\ubd80\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098, R&amp;R \uc5d4\uc9c4\uc774 \uc81c\uac70 \uaddc\uce59\uc744 \uc801\uc6a9\ud558\uace0 \ubaa8\ud638\uc131\uc744 \ud574\uacb0\ud558\uae30 \uc704\ud574 \ucd5c\uc885 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ubaa8\ub4e0 \uc870\uac74\uc5d0 \ub9de\ub294\/\ucd5c\uc0c1\uc758 \uc758\ub3c4\ub97c \uc81c\uc2dc\ud558\ub294 \uac83\uc744 \uc6d0\ud558\uc9c0 \uc54a\uc744 \uac00\ub2a5\uc131\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc124\uc815\uc744 \ube44\ud65c\uc131\ud654\ud558\uba74 \uc720\uc5f0\uc131\uc774 \uc0dd\uae30\uba70, \ub2e8\uc77c \ub3d9\uc0ac \uc77c\uce58(ML \ubc0f FM), \uc5d4\ud2f0\ud2f0\uac00 CR \ubb38\uc7a5\uacfc\ub9cc \uc77c\uce58(ML), \uc774\uc804\uc758 \ud328\ud134 \uc77c\uce58(\ub2e4\uc911 \ubb38\uc7a5 \uc2dc\ub098\ub9ac\uc624)(FM), \ub610\ub294 \uc774\uc804\uc758 \ud655\uc2e4\ud55c \uc77c\uce58(\ub2e4\uc911 \ubb38\uc7a5 \uc2dc\ub098\ub9ac\uc624)(\uc804\uccb4)\uc640 \uac19\uc740 \uaddc\uce59\uacfc \uc77c\uce58\ud558\ub294 \uc758\ub3c4\uac00 \uc81c\uac70\ub418\uc9c0 \uc54a\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<h1><span class=\"ez-toc-section\" id=\"KG\">KG \uc5d4\uc9c4 \uad00\ub828<\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"i-11\">\ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4 \uac10\uc18c<\/span><\/h2>\n<p>\ub2e8\uc5b4 \uc77c\uce58\ub97c \uae30\ubc18\uc73c\ub85c FAQ \uc2dd\ubcc4\uc774 \uc218\ud589\ub429\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc758 \ubb38\uc81c\uc810\uc740 \ud574\ub2f9 \ud559\uc2b5\ub41c \ubc1c\ud654\ubcf4\ub2e4 \uc801\uc740 \uc218\uc758 \ub2e8\uc5b4\ub97c \uac00\uc9c4 \uc0ac\uc6a9\uc790 \ubc1c\ud654\ub294 \ub0ae\uc740 \uc810\uc218\ub97c \ubc1b\ub294\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \uac19\uc740 \uc2a4\ucf54\uc5b4\ub9c1\uc73c\ub85c \uc778\ud574 \uc758\ub3c4 \uc2dd\ubcc4\uc5d0 \uc2e4\ud328\ud558\uac8c \ub429\ub2c8\ub2e4. \ucf54\uc0ac\uc778 \uc720\uc0ac\uc131 \uac10\uc18c \uc124\uc815\uc774 \ud65c\uc131\ud654\ub418\uba74 \ud559\uc2b5\ub41c \ubc1c\ud654\ubcf4\ub2e4 \uc801\uc740 \uc218\uc758 \ub2e8\uc5b4\ub97c \uac00\uc9c4 \uc0ac\uc6a9\uc790 \ubc1c\ud654(\uc989, 1\ucc28 \ubc0f \ub300\uccb4 \uc9c8\ubb38)\uac00 \uc124\uc815\uc774 \ube44\ud65c\uc131\ud654\ub41c \uacbd\uc6b0\ubcf4\ub2e4 <em>\uc77c\uce58 \uc810\uc218<\/em>\uac00 \ub354 \ub192\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"_FAQ\">\uc758\ub3c4 \uc774\ub984\uc73c\ub85c\uc11c\uc758 FAQ \uc774\ub984<\/span><\/h2>\n<p>\uc774 \uc635\uc158\uc740 \ub2e4\uc74c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c 1\ucc28 \uc9c8\ubb38 \ub610\ub294 \ub300\ud654 \uc791\uc5c5 \uc774\ub984\uc744 \ud45c\uc2dc\ud560\uc9c0 \uc5ec\ubd80\ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc758\ub3c4 \uc774\ub984\uc774 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ud45c\uc2dc\ub418\ub294 \uacbd\uc6b0\n<ul>\n<li>\ubaa8\ud638\uc131 \ud574\uc18c \ud750\ub984<\/li>\n<li>\ud6c4\uc18d \uc870\uce58<\/li>\n<\/ul>\n<\/li>\n<li>\ubc1c\ud654 \ud14c\uc2a4\ud2b8<\/li>\n<li>\ubc30\uce58 \ud14c\uc2a4\ud2b8<\/li>\n<li>NLP \ubd84\uc11d<\/li>\n<li>\ubd84\uc11d(\ub300\uc2dc\ubcf4\ub4dc, \ub9de\ucda4\ud615 \ub300\uc2dc\ubcf4\ub4dc, \ub300\ud654 \ud750\ub984 \ubc0f \uc9c0\ud45c)<\/li>\n<li>\uc758\ub3c4 \ud0d0\uc9c0 &#8211; \uc21c\uc704 \ud750\ub984<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\">FAQ \uc21c\uc11c<\/span><\/h2>\n<p>\uc0ac\uc6a9\uc790\uac00 \ubaa8\ud638\ud55c \uacbd\uc6b0 \uc9c8\uc758\ub97c \ud558\uba74 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ubb34\uc791\uc704\ub85c FAQ\ub97c \uc81c\uc2dc\ud558\uc5ec \ubaa8\ud638\uc131\uc744 \ud574\uc18c\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc9c8\ubb38\uc774 KG\uc5d0 \ub098\ud0c0\ub098\ub294 \uc704\uce58\uc5d0 \ub530\ub77c \uc21c\uc11c\ub300\ub85c \uc9c8\ubb38\uc744 \uc81c\uc2dc\ud568\uc73c\ub85c\uc368 \ucd5c\uc885 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ud5a5\uc0c1\ub41c \uacbd\ud5d8\uc744 \uc81c\uc2dc\ud574\uc57c \ud569\ub2c8\ub2e4. \uc989, \uc77c\ubc18\uc801\uc778 \uc9c8\ubb38\uc73c\ub85c \uc2dc\uc791\ud55c \ub2e4\uc74c \ub354 \uad6c\uccb4\uc801\uc778 \uc9c8\ubb38\uc73c\ub85c \uc774\uc5b4\uc9d1\ub2c8\ub2e4. \ub2e8\uc9c0 \uc774 \ubaa9\uc801\uc744 \uc704\ud574 &quot;\ubaa8\ud638\uc131 \ud574\uc18c\ub97c \uc704\ud55c FAQ \uc21c\uc11c&quot; \uc635\uc158\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc635\uc158\uc744 <em>\uacc4\uce35\ubcc4 \uc21c\uc11c<\/em>\ub85c \uc124\uc815\ud568\uc73c\ub85c\uc368, \uc0c1\uc704 \uc218\uc900\uc758 FAQ\ub97c \uba3c\uc800 \ud45c\uc2dc\ud55c \ub2e4\uc74c \ubc14\ub85c \ub2e4\uc74c \uc218\uc900\uc5d0 \ucd94\uac00\ub41c FAQ\uac00 \uc774\uc5b4\uc9c0\uba70 \uc774 \uc21c\uc11c\ub294 R&amp;R \uc5d4\uc9c4\uc5d0\uc11c\ub3c4 \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ-2\">FAQ \uc790\ub3d9 \uc790\uaca9 \ubd80\uc5ec<\/span><\/h2>\n<p>\uc0ac\uc6a9\uc790 \uc9c8\uc758\uac00 KG\uc758 \ud2b9\uc815 \uacbd\ub85c\uc640 \uc77c\uce58\ud558\uc9c0\ub9cc \ud574\ub2f9 \uacbd\ub85c\uc5d0 \ucd94\uac00\ub41c \uc9c8\ubb38\uacfc \uc77c\uce58\ud558\uc9c0 \uc54a\ub294 \uacbd\uc6b0, \uc77c\uce58\ud558\ub294 \uacbd\ub85c\uc758 \uc9c8\ubb38\uc744 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ubaa8\ud638\ud55c \uac83\uc73c\ub85c \ud45c\uc2dc\ud558\ub3c4\ub85d \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\uce58\ud558\ub294 \uacbd\ub85c\uc5d0 FAQ\uac00 \ud558\ub098\ub9cc \ud3ec\ud568\ub41c \uacbd\uc6b0, &apos;\ucd5c\uc0c1\uc758&apos; FAQ\ub85c \uac04\uc8fc\ud569\ub2c8\ub2e4. \ub8e8\ud2b8 \uc6a9\uc5b4 \uc77c\uce58\ub294 \uace0\ub824\ub418\uc9c0 \uc54a\uc74c\uc744 \uc720\uc758\ud558\uc138\uc694.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"_KG\">\ubd84\ub958\ubc95 \uae30\ubc18 KG<\/span><\/h2>\n<p>\uc9c0\uc2dd \uadf8\ub798\ud504 \ubaa8\ub378\uc740 \uacbd\ub85c \uc790\uaca9 \ubc0f \uc9c8\ubb38 \uc77c\uce58\uc758 2\ub2e8\uacc4 \ubaa8\ub378\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c, \uacbd\ub85c\ub294 \ud56d\uc0c1 \uc644\uc804\ud55c \uc790\uaca9\uc744 \ubd80\uc5ec\ubc1b\uc744 \ud544\uc694\ub294 \uc5c6\uc2b5\ub2c8\ub2e4. \ubd80\ubd84 \uacbd\ub85c \uc77c\uce58(\uc784\uacd7\uac12 \uc774\uc0c1)\ub3c4 \uc801\uaca9\ud55c \uac83\uc73c\ub85c \uac04\uc8fc\ud558\uba70 \uc774\ub7ec\ud55c \uacbd\ub85c\uc758 \uc9c8\ubb38\uc740 \uc0ac\uc6a9\uc790 \uc785\ub825\uc744 \uc77c\uce58\uc2dc\ud0a4\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. &apos;\ubd84\ub958\ubc95&apos; \uae30\ubc18 \uc811\uadfc \ubc29\ubc95\uc5d0\uc11c\ub294 &apos;\uacbd\ub85c&apos;\uac00 \ud56d\uc0c1 \uc644\uc804\ud788 \uc77c\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \uacbd\ub85c\uc758 \ubaa8\ub4e0 \uc6a9\uc5b4\uac00 \ub3d9\ub4f1\ud558\uac8c \uc911\uc694\ud558\uba70 \uacbd\ub85c\uc758 \ubaa8\ub4e0 \uc6a9\uc5b4\uac00 \uc644\uc804\ud788 \uc77c\uce58\ud558\ub294 \uacbd\uc6b0\uc5d0\ub9cc \uc801\uaca9\ud55c \uac83\uc73c\ub85c \uac04\uc8fc\ub418\uc5b4\uc57c \ud558\ub294 \uc0c1\ud669\uc744 \ucda9\uc871\ud558\uae30 \uc704\ud568\uc785\ub2c8\ub2e4. \uacbd\ub85c\uac00 \uc801\uaca9\ud55c \uacbd\uc6b0, \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \ub300\ud55c \uc758\ub3c4 \uc2dd\ubcc4\uc744 \uc704\ud574 \ud574\ub2f9 \uacbd\ub85c \ub610\ub294 \uacbd\ub85c\ub4e4\uc758 \uc9c8\ubb38\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\uac83\uc740 <strong>\uc0ac\uc6a9\uc790 \uc815\uc758<\/strong> \uc124\uc815\uc774\uba70, \ud65c\uc131\ud654\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694.<\/p>\n<ol>\n<li><strong>\uc0ac\uc6a9\uc790 \uc815\uc758 \ucd94\uac00<\/strong><\/li>\n<li>\uc774\ub984\uc744 <em>KG_taxonomy_based<\/em>\ub85c \uc785\ub825<\/li>\n<li>\uac12\uc744 <em>\uc0ac\uc6a9\ud568<\/em>\uc73c\ub85c \uc785\ub825<\/li>\n<\/ol>\n<p>\ucc38\uace0: \uc774 \uc124\uc815\uc744 \ud65c\uc131\ud654\ud558\uba74 \uc6a9\uc5b4 \uc124\uc815\uc5d0 \uc6a9\uc5b4 \ud45c\uc2dc \uc774\ub984, \uacbd\ub85c \uc790\ub3d9 \uc790\uaca9 \ubd80\uc5ec \uc124\uc815\uc744 \ucd94\uac00\ud560 \uc218 \uc788\uc9c0\ub9cc \uc9c0\uc2dd \uc791\uc5c5\uc5d0 \uacbd\ub85c \ubc94\uc704 \ubc0f \ucd5c\uc18c \uc218\uc900 \ubc0f \uba85\ud655\ud55c \uc218\uc900 \uc124\uc815\uc740 \uc0ac\uc6a9\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. <a href=\"\/?p=28502\">\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694<\/a>.<\/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<h1><span class=\"ez-toc-section\" id=\"FM\">FM \uc5d4\uc9c4 \uad00\ub828<\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"i-12\">\uc758\ub3c4 \ud328\ud134\uc744 \uc704\ud55c \uae30\ubcf8 \ucd5c\ub300 \uc640\uc77c\ub4dc\uce74\ub4dc<\/span><\/h2>\n<p>\uae30\ubcf8\uc801\uc73c\ub85c, \uc758\ub3c4 \ud328\ud134\uc5d0\uc11c \ud5c8\uc6a9\ub418\ub294 \ucd5c\ub300 \uc640\uc77c\ub4dc\uce74\ub4dc \uc218\ub97c \uc815\uc758\ud569\ub2c8\ub2e4. FM \uc5d4\uc9c4\uc740 \ud328\ud134 \uc815\uc758\uc5d0 \uc0ac\uc6a9\ub41c \ub2e8\uc5b4 \uc0ac\uc774\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc785\ub825\uc758 \uc640\uc77c\ub4dc\uce74\ub4dc\uac00 \ucd5c\ub300 X\uac1c\uc778 \uacbd\uc6b0\uc5d0\ub9cc \uc758\ub3c4 \ud328\ud134\uacfc \uc77c\uce58\uc2dc\ud0b5\ub2c8\ub2e4. \uc640\uc77c\ub4dc\uce74\ub4dc\uac00 X\uac1c \ub354 \ub9ce\uc740 \ubc1c\ud654\uc5d0\ub294 \uc758\ub3c4 \ud328\ud134 \uc77c\uce58\ub85c \uc790\uaca9\uc744 \ubd80\uc5ec\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac12\uc774 4\ub85c \uc124\uc815\ub418\uba74 &lsquo;<em>Book Ticket to *<\/em>&rsquo; \ud328\ud134\uc740 &lsquo;<em>Book a direct oneway flight ticket to Chicago<\/em>&rsquo;\uacfc \uc77c\uce58\ud569\ub2c8\ub2e4. \ub354 \ub9ce\uc740 \uc218\uc758 \uc640\uc77c\ub4dc\uce74\ub4dc\ub97c \ud3ec\ud568\ud558\ub294 \uc5d4\ud2f0\ud2f0 \ud328\ud134(\uc608: <em>*~Y<\/em>)\uc744 \uba85\uc2dc\uc801\uc73c\ub85c \uc791\uc131\ud558\ub294 \uacbd\uc6b0\uc5d0\ub294 \uc601\ud5a5\uc744 \ubbf8\uce58\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-13\">\uc5d4\ud2f0\ud2f0 \ud328\ud134\uc5d0\uc11c \ud5c8\uc6a9\ub418\ub294 \ucd5c\ub300 \uc640\uc77c\ub4dc\uce74\ub4dc<\/span><\/h2>\n<p>\uae30\ubcf8\uc801\uc73c\ub85c \uc5d4\ud2f0\ud2f0 \ud328\ud134\uc5d0\uc11c \ud5c8\uc6a9\ub418\ub294 \ucd5c\ub300 \uc640\uc77c\ub4dc\uce74\ub4dc \uc218\ub97c \uc815\uc758\ud569\ub2c8\ub2e4. FM \uc5d4\uc9c4\uc740 \ud328\ud134 \uc815\uc758\uc5d0 \uc0ac\uc6a9\ub41c \ub2e8\uc5b4 \uc0ac\uc774\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc785\ub825\uc758 \uc640\uc77c\ub4dc\uce74\ub4dc\uac00 \ucd5c\ub300 X\uac1c\uc778 \uacbd\uc6b0\uc5d0\ub9cc \uc5d4\ud2f0\ud2f0 \ud328\ud134\uacfc \uc77c\uce58\uc2dc\ud0b5\ub2c8\ub2e4. \uc640\uc77c\ub4dc\uce74\ub4dc\uac00 X\uac1c \ub354 \ub9ce\uc740 \ubc1c\ud654\uc5d0\ub294 \uc5d4\ud2f0\ud2f0 \ud328\ud134 \uc77c\uce58\ub85c \uc790\uaca9\uc744 \ubd80\uc5ec\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac12\uc774 4\ub85c \uc124\uc815\ub418\uba74 &lsquo;<em>Book Ticket to *<\/em>&rsquo; \ud328\ud134\uc740 &lsquo;<em>Book a direct oneway flight ticket to Chicago<\/em>&rsquo;\uacfc \uc77c\uce58\ud569\ub2c8\ub2e4. \ub354 \ub9ce\uc740 \uc218\uc758 \uc640\uc77c\ub4dc\uce74\ub4dc\ub97c \ud3ec\ud568\ud558\ub294 \uc5d4\ud2f0\ud2f0 \ud328\ud134(\uc608: <em>*~Y<\/em>)\uc744 \uba85\uc2dc\uc801\uc73c\ub85c \uc791\uc131\ud558\ub294 \uacbd\uc6b0\uc5d0\ub294 \uc601\ud5a5\uc744 \ubbf8\uce58\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-14\">\uc758\ub3c4 \ud328\ud134 \uc77c\uce58 \uc21c\uc11c<\/span><\/h2>\n<p>\uccab \ubc88\uc9f8 \ud328\ud134 \uc77c\uce58\ub97c \uc120\ud0dd\ud560\uc9c0 \ub610\ub294 \ubaa8\ub4e0 \ud328\ud134\uc744 \ud3c9\uac00\ud558\uace0 \ucd5c\uc0c1\uc758 \ud328\ud134\uc744 \uc120\ud0dd\ud560\uc9c0\ub97c \uc815\uc758\ud569\ub2c8\ub2e4. &quot;<em>First<\/em>&quot;\ub294 \uc758\ub3c4\uc5d0 \ub300\ud574 \ubc1c\uacac\ub41c \uccab \ubc88\uc9f8 \uc758\ub3c4 \ud328\ud134 \uc77c\uce58\ub97c \uace0\ub824\ud55c\ub2e4\ub294 \uc758\ubbf8\uc774\uba70 &quot;<em>Best<\/em>&quot;\ub294 \ubaa8\ub4e0 \ud328\ud134\uc744 \ucc98\ub9ac\ud558\uace0 \uac00\uc7a5 \uc88b\uc740 \uc810\uc218\ub97c \uc5bb\uc740 \ud328\ud134\uc744 \uc0ac\uc6a9\ud55c\ub2e4\ub294 \uc758\ubbf8\uc785\ub2c8\ub2e4. FM \ubc94\uc704\ub294 \ucd5c\uc0c1\uc758 \uc77c\uce58\ub97c \uacb0\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uba70 R&amp;R \uc810\uc218\ub294 &apos;\ucd5c\uc0c1\uc758 \ud328\ud134&apos;\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc758\ub3c4 \ud328\ud134\uc5d0 \ub300\ud55c \ucd5c\uc0c1\uc758 \uc21c\uc11c\ub97c \uacb0\uc815\ud558\ub294 \uac83\uc774 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc73c\ubbc0\ub85c, \ud50c\ub7ab\ud3fc\uc774 \ucd5c\uc0c1\uc758 \uc21c\uc11c\ub97c \ucc3e\ub3c4\ub85d \ud558\ub294 \uac83\uc774 \uc885\uc885 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-15\">\ud328\ud134 \uc77c\uce58\uc758 \ub4f1\uae09 \ubd84\ub958<\/span><\/h2>\n<p>\uae30\ubcf8\uc801\uc73c\ub85c, \ubaa8\ub4e0 \ud328\ud134 \uc77c\uce58\ub294 \ud655\uc2e4\ud55c \uc77c\uce58\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098, \ud328\ud134 \uc77c\uce58\uc5d0 \uc640\uc77c\ub4dc\uce74\ub4dc\uac00 \ub108\ubb34 \ub9ce\uc740 \uacbd\uc6b0 \ud328\ud134 \uc77c\uce58\ub97c \uac00\ub2a5\ud55c \uc77c\uce58\ub85c \ud45c\uc2dc\ud558\ub294 \uac83\uc774 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud328\ud134 \uc77c\uce58\ub97c \uac00\ub2a5\ud55c \uc77c\uce58\ub85c \uac04\uc8fc\ud558\ub824\uba74 \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \ud45c\uc2dc\ud560 \uc640\uc77c\ub4dc\uce74\ub4dc \uc784\uacd7\uac12 \uc218\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \uc784\uacd7\uac12\ubcf4\ub2e4 \ub354 \ub9ce\uc740 \uc640\uc77c\ub4dc\uce74\ub4dc(&gt; = X)\uac00 \ud3ec\ud568\ub41c \uacbd\uc6b0, \ud574\ub2f9 \ud328\ud134 \uc77c\uce58\ub294 \ud655\uc2e4\ud55c \uc77c\uce58\ub85c \ubd84\ub958\ub429\ub2c8\ub2e4. \uc784\uacd7\uac12 \uc81c\ud55c(&lt; X) \ub0b4\uc758 \ud328\ud134 \uc77c\uce58\ub294 \uacc4\uc18d \ud655\uc2e4\ud55c \uc77c\uce58\ub85c \ucc98\ub9ac\ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-16\">\ubb38\uc7a5\uc5d0\uc11c \uccab \ubc88\uc9f8 \ud328\ud134 \uc77c\uce58\ub9cc \uc120\ud638<\/span><\/h2>\n<p>\ud55c \ubb38\uc7a5\uc5d0\uc11c \uc5ec\ub7ec \ud328\ud134\uc774 \uc2dd\ubcc4\ub418\ub294 \uacbd\uc6b0, \uccab \ubc88\uc9f8 \ud328\ud134 \uc77c\uce58\ub9cc \uace0\ub824\ud574\uc57c \ud558\ub294\uc9c0 \ub610\ub294 \ubaa8\ub4e0 \ud328\ud134 \uc77c\uce58\ub97c \uace0\ub824\ud574\uc57c \ud558\ub294\uc9c0\ub97c \uc815\uc758\ud569\ub2c8\ub2e4. \ud65c\uc131\ud654\ub41c \uacbd\uc6b0, FM \uc5d4\uc9c4\uc740 \uccab \ubc88\uc9f8 \ud328\ud134 \uc77c\uce58\ub9cc \uc0ac\uc6a9\ud558\uace0 \ub2e4\ub978 \ubaa8\ub4e0 \ud328\ud134 \uc77c\uce58\ub294 \ubc84\ub9bd\ub2c8\ub2e4. \ube44\ud65c\uc131\ud654\ub41c \uacbd\uc6b0 FM \uc5d4\uc9c4\uc740 \ubb38\uc7a5\uc5d0\uc11c \ubaa8\ub4e0 \ud328\ud134 \uc77c\uce58\uc5d0 \uc790\uaca9\uc744 \ubd80\uc5ec\ud558\uace0 \ubaa8\ud638\uc131 \ud574\uc18c\ub97c \uc704\ud574 \uace0\ub824\ub429\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"i-17\">\uc815\ud655\ud55c \uc791\uc5c5 \uc774\ub984 \uc77c\uce58<\/span><\/h2>\n<p>FM \uc5d4\uc9c4 \uc124\uc815 <em>\uc791\uc5c5 \uc774\ub984\uc744 \uc0ac\uc6a9\ud55c \uc758\ub3c4 \ud0d0\uc9c0<\/em> \ub2e8\uc5b4(<a href=\"\/?p=18123#Threshold_Configurations\">\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694<\/a>)\ub97c \uc0ac\uc6a9\ud558\uba74 \uc791\uc5c5 \uc774\ub984\uc5d0 \uc788\ub294 \ub2e8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc791\uc5c5\uc744 \uc77c\uce58\uc2dc\ud0ac\uc9c0 \uc5ec\ubd80\ub97c \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc124\uc815\uc774 \ub2e4\ub978 \ud559\uc2b5\uacfc \ucda9\ub3cc\ud558\ub294 \uacbd\uc6b0 \ube44\ud65c\uc131\ud654\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \ube44\ud65c\uc131\ud654\ub418\uba74, \ud50c\ub7ab\ud3fc\uc740 &apos;\uc815\ud655\ud55c \uc77c\uce58&apos;\ub97c \uc218\ud589\ud558\ub294 \uc5c4\uaca9\ud55c \ud328\ud134\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc989, \uc0ac\uc6a9\uc790 \uc785\ub825\uc774 \uc791\uc5c5 \uc774\ub984\uacfc \uc815\ud655\ud788 \uc77c\uce58\ud558\ub294 \uacbd\uc6b0 \uc77c\uce58\ub85c \uac04\uc8fc\ud569\ub2c8\ub2e4. \uc815\ud655\ud55c \uc791\uc5c5 \uc774\ub984 \uc77c\uce58 \uc124\uc815\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud50c\ub7ab\ud3fc\uc774 \uc5c4\uaca9\ud55c \ud328\ud134\uc744 \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud560\uc9c0 \uc5ec\ubd80\ub97c \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\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>[vc_raw_html]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[\/vc_raw_html]<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><\/div><\/div><\/div><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"\ubd07\uc5d0 \ud65c\uc131\ud654\ub41c \uac01 \uc5b8\uc5b4\uc758 \uc758\ub3c4 \ud0d0\uc9c0\ub97c \ubbf8\uc138 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub824\uba74, \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694. \uc67c\ucabd \ucc3d\uc5d0\uc11c, \uc790\uc5f0\uc5b4 &gt; \ud559\uc2b5 &gt; \uc784\uacd7\uac12 \ubc0f \uc124\uc815\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4. \uc784\uacd7\uac12 \ubc0f \uc124\uc815 \uc139\uc158\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc815\uc758\ud558\uc5ec \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\ucd08 \uc758\ubbf8 \ubaa8\ub378 - \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694 \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378 - \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694 \uc9c0\uc2dd \uadf8\ub798\ud504 - \uc790\uc138\ud55c...","protected":false},"author":22,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-40842","post","type-post","status-publish","format-standard","hentry","category-nlp"],"_links":{"self":[{"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/posts\/40842","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/comments?post=40842"}],"version-history":[{"count":1,"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/posts\/40842\/revisions"}],"predecessor-version":[{"id":40843,"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/posts\/40842\/revisions\/40843"}],"wp:attachment":[{"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/media?parent=40842"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/categories?post=40842"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/developer.kore.ai\/v10-1\/wp-json\/wp\/v2\/tags?post=40842"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}