\uc2dc\uc758\uc131: \ub370\uc774\ud130\uac00 \ucd5c\uc2e0 \uc815\ubcf4\ub97c \ubc18\uc601\ud558\uace0 \uc788\ub294\uac00?<\/li>\n<\/ul>\n3. \ub370\uc774\ud130 \ud488\uc9c8 \uc800\ud558 \uc694\uc778<\/h2>\n3.1 \uacb0\uce21\uce58 \ubc0f \uc774\uc0c1\uce58<\/h3>\n
\ub370\uc774\ud130\uc14b\uc5d0\uc11c \uacb0\uce21\uce58(missing values)\uc640 \uc774\uc0c1\uce58(outliers)\ub294 \ube48\ubc88\ud558\uac8c \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uacb0\uce21\uce58\ub294 \ub370\uc774\ud130\uac00 \ub204\ub77d\ub41c \uacbd\uc6b0\ub97c \ub9d0\ud558\uba70, \uc774\uc0c1\uce58\ub294 \ub370\uc774\ud130\uc758 \ud328\ud134\uc5d0\uc11c \ubc97\uc5b4\ub09c \uac12\uc73c\ub85c \ubcf4\ud1b5 \uc624\ub958\ub098 \ud2b9\uc774\ud55c \uc0c1\ud669\uc744 \ubc18\uc601\ud569\ub2c8\ub2e4. \uc774\ub4e4\uc740 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc800\ud558\uc2dc\ud0ac \uc218 \uc788\uc73c\ubbc0\ub85c \uc0ac\uc804 \ucc98\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
3.2 \ubd88\uc77c\uce58 \ub370\uc774\ud130<\/h3>\n
\uc5ec\ub7ec \ucd9c\ucc98\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uacbd\uc6b0, \uc11c\ub85c \ub2e4\ub978 \ud615\uc2dd\uc774\ub098 \ub2e8\uc704\ub97c \uc0ac\uc6a9\ud558\uba74 \ub370\uc774\ud130 \uac04 \ubd88\uc77c\uce58\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud55c \ub370\uc774\ud130\uc14b\uc5d0\uc11c \ub0a0\uc9dc \ud615\uc2dd\uc774 dd\/mm\/yyyy\ub85c \ub418\uc5b4 \uc788\uace0, \ub2e4\ub978 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\ub294 mm\/dd\/yyyy\ub85c \ub418\uc5b4 \uc788\ub2e4\uba74, \ub370\uc774\ud130 \uacb0\ud569 \uc2dc \ud63c\ub780\uc744 \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.3 \uc624\ub798\ub41c \ub370\uc774\ud130<\/h3>\n
\uae08\uc735\uc2dc\uc7a5\uc740 \ube60\ub974\uac8c \ubcc0\ub3d9\ud558\ub294 \ud2b9\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc73c\ubbc0\ub85c, \uc624\ub798\ub41c \ub370\uc774\ud130\ub294 \ud604\uc7ac\uc758 \uc2dc\uc7a5 \uc0c1\ud669\uc744 \ubc18\uc601\ud558\uc9c0 \ubabb\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ubaa8\ub378 \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130\ub294 \uac00\ub2a5\ud55c \ucd5c\uc2e0\uc758 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
4. \ub370\uc774\ud130 \ud488\uc9c8 \ud5a5\uc0c1\uc758 \ubc29\ubc95<\/h2>\n4.1 \ub370\uc774\ud130 \uc218\uc9d1 \ub2e8\uacc4\uc5d0\uc11c\uc758 \ud488\uc9c8 \uad00\ub9ac<\/h3>\n
\ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \ub54c, \ucd9c\ucc98\uc758 \uc2e0\ub8b0\uc131\uc744 \uac80\ud1a0\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc81c\uacf5\uc790\uc758 \ud3c9\ud310\uc744 \ud655\uc778\ud558\uace0, \uac00\ub2a5\ud55c \uacbd\uc6b0 \ubcf5\uc218\uc758 \ucd9c\ucc98\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \uc9c4\uc704\ub97c \uac80\uc99d\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
4.2 \uacb0\uce21\uce58 \ubc0f \uc774\uc0c1\uce58 \ucc98\ub9ac<\/h3>\n
\uacb0\uce21\uce58\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ud3c9\uade0, \uc911\uc559\uac12 \ub610\ub294 \uc778\uc811\ud55c \uac12\uc73c\ub85c \ub300\uccb4\ud558\uac70\ub098, \uacbd\uc6b0\uc5d0 \ub530\ub77c \ud574\ub2f9 \uc0d8\ud50c\uc744 \uc81c\uac70\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc0c1\uce58\ub294 Z-\uc810\uc218 \ub610\ub294 IQR(Interquartile Range) \ubc29\ubc95\uc744 \ud1b5\ud574 \uac10\uc9c0\ud558\uace0, \ud544\uc694\ud55c \uacbd\uc6b0 \uc218\uc815\ud558\uac70\ub098 \uc81c\uac70\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n
4.3 \ub370\uc774\ud130 \uc815\uaddc\ud654 \ubc0f \ud45c\uc900\ud654<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uc785\ub825 \ub370\uc774\ud130\uc758 \uc2a4\ucf00\uc77c\uc5d0 \ubbfc\uac10\ud558\uae30 \ub54c\ubb38\uc5d0, \uc815\uaddc\ud654(normalization)\uc640 \ud45c\uc900\ud654(standardization)\ub97c \ud1b5\ud574 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc815\uaddc\ud654\ub294 \ub370\uc774\ud130\ub97c 0\uacfc 1 \uc0ac\uc774\ub85c \uc870\uc815\ud558\ub294 \uacfc\uc815\uc774\uba70, \ud45c\uc900\ud654\ub294 \ub370\uc774\ud130\ub97c \ud3c9\uade0\uc774 0, \ud45c\uc900\ud3b8\ucc28\uac00 1\uc774 \ub418\ub3c4\ub85d \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n
4.4 \ub370\uc774\ud130 \uc99d\uac15(Data Augmentation)<\/h3>\n
\ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uacbd\uc6b0, \ub370\uc774\ud130\uc758 \uc591\uc774 \uc911\uc694\ud558\ubbc0\ub85c \uae30\uc874 \ub370\uc774\ud130\ub97c \ubcc0\ud615\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\ub294 \ub370\uc774\ud130 \uc99d\uac15 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc758 \uacbd\uc6b0 \ud68c\uc804, \ud655\ub300, \ub610\ub294 \uc0c9\uc0c1 \ubcc0\ud654\ub97c \ucd94\uac00\ud558\ub294 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ud2b8\ub808\uc774\ub529 \ubaa8\ub378 \uac1c\ubc1c<\/h2>\n5.1 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\ubaa8\ub378 \uac1c\ubc1c\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \ud074\ub9b0\ud558\uace0 \uac00\uacf5\ud558\uc5ec \ubaa8\ub378\uc5d0 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \ubc14\uafb8\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \uc815\uc81c, \ubcc0\ud658, \ubc0f \uc815\uaddc\ud654 \ub2e8\uacc4\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n
5.2 \ud2b9\uc9d5 \uc120\ud0dd(Feature Selection)<\/h3>\n
\ud2b9\uc9d5 \uc120\ud0dd\uc740 \uc608\uce21\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \ubcc0\uc218(\ud53c\ucc98)\ub97c \uc120\ud0dd\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc758 \ubcf5\uc7a1\uc131\uc744 \uc904\uc774\uace0, \uacfc\uc801\ud569(overfitting)\uc744 \ubc29\uc9c0\ud558\uba70, \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4. \ud53c\ucc98 \uc120\ud0dd \uae30\ubc95\uc73c\ub85c\ub294 Recursive Feature Elimination (RFE), \ud53c\uccd0 \uc911\uc694\ub3c4(Feature Importance) \ubd84\uc11d \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.3 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n
\ubaa8\ub378 \ud6c8\ub828\uc740 \uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ud6c8\ub828 \ub370\uc774\ud130\uc640 \uac80\uc99d \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \uc870\uc815\ud569\ub2c8\ub2e4.<\/p>\n
5.4 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n
\ubaa8\ub378 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uba54\ud2b8\ub9ad(\uc608: \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, F1-score \ub4f1)\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0, \ud544\uc694\uc5d0 \ub530\ub77c \ubaa8\ub378\uc744 \ud29c\ub2dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub370\uc774\ud130\uc758 \uc9c8\uc740 \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ubaa8\ub378\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \ub370\uc774\ud130 \ud488\uc9c8\uc758 \uc911\uc694\uc131\uc740 \ub354\uc6b1 \ucee4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ub370\uc774\ud130\ub97c \uc5b4\ub5bb\uac8c \uc218\uc9d1\ud558\uace0 \ucc98\ub9ac\ud558\ub294\uac00\uac00 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uba70, \uc774\ub294 \uad81\uadf9\uc801\uc778 \ud22c\uc790 \uc131\uacfc\uc5d0 \uc9c1\uacb0\ub429\ub2c8\ub2e4. \ud22c\uc790\uc790\ub294 \ub370\uc774\ud130 \ud488\uc9c8\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \ub04a\uc784\uc5c6\uc774 \ub178\ub825\ud574\uc57c \ud558\uba70, \uc774\ub97c \ud1b5\ud574 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc774\uace0 \uc548\uc804\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uadfc\ub798 \uba87 \ub144 \uc0ac\uc774, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ucc28\uc9c0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ubc1c\uc804\ud558\uba74\uc11c, \ud22c\uc790\uc790\ub4e4\uc740 \ub354\uc6b1 \uc815\uad50\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uac70\ub798 \ubc29\ubc95\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774 \ubaa8\ub4e0 \uac83\uc758 \uae30\ucd08\ub294 \ub370\uc774\ud130\uc758 \uc9c8\uc5d0 \ub2ec\ub824 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08 \uac1c\ub150\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \ub370\uc774\ud130\uc758 \uc9c8\uc774 \uc65c \uc911\uc694\ud55c\uc9c0, \uadf8\ub9ac\uace0 \ub370\uc774\ud130 \ud488\uc9c8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud55c \ubc29\ubc95\uc5d0 \ub300\ud574 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub370\uc774\ud130\uc758 \uc9c8”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-28934","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub370\uc774\ud130\uc758 \uc9c8 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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