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1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc774\ud574<\/h2>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uce21\uc774\ub098 \uacb0\uc815\uc744 \ud558\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \ud504\ub85c\uadf8\ub798\ubc0d\uc5d0\uc11c\ub294 \uc778\uac04\uc774 \uba85\uc2dc\uc801\uc73c\ub85c \uaddc\uce59\uc744 \uc791\uc131\ud558\uc9c0\ub9cc, \uba38\uc2e0\ub7ec\ub2dd\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998\uc774 \uc2a4\uc2a4\ub85c \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uaddc\uce59\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/p>\n

1.2 \ub525\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ub2e4\uce35\uc758 \uad6c\uc870\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uc774\ubbf8\uc9c0, \uc74c\uc131, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0\uc11c \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub9ce\uc740 \uc591\uc758 \ub370\uc774\ud130\uc640 \uac15\ub825\ud55c \ucef4\ud4e8\ud305 \ud30c\uc6cc\ub97c \ud544\uc694\ub85c \ud569\ub2c8\ub2e4.<\/p>\n

1.3 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \ucc28\uc774\uac00 \uc788\uc9c0\ub9cc, \uac00\uc7a5 \ud070 \ucc28\uc774\ub294 \ub370\uc774\ud130 \ucc98\ub9ac \ubc29\uc2dd\uacfc \ud544\uc694\ud55c \ub370\uc774\ud130 \uc591\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc18c\ub7c9\uc758 \ub370\uc774\ud130\ub85c\ub3c4 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub85c \ubcf5\uc7a1\ud55c \ud2b9\uc131\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n

2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\uc694<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804\uc5d0 \uc815\ud574\uc9c4 \uc804\ub7b5\uc5d0 \ub530\ub77c \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud574 \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \uace0\uc18d \uac70\ub798\uc640 \uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uc5ec \ud22c\uc790 \uacb0\uc815\uc744 \uc790\ub3d9\ud654\ud569\ub2c8\ub2e4.<\/p>\n

3. \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uacfc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529<\/h2>\n

3.1 \ubd84\ub958 \ubc0f \ud68c\uadc0<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95 \uc911 \ubd84\ub958(classification)\uc640 \ud68c\uadc0(regression)\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ubd84\ub958\ub294 \ud2b9\uc815 \ud074\ub798\uc2a4\ub85c \ub370\uc774\ud130\ub97c \ubd84\ub958\ud558\ub294 \uac83\uc774\uace0, \ud68c\uadc0\ub294 \uc5f0\uc18d\uc801 \uacb0\uacfc\ub97c \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uc8fc\uc2dd\uc758 \uc0c1\uc2b9\/\ud558\ub77d \uc5ec\ubd80\ub97c \ubd84\ub958\ud558\ub294 \uac83\uc740 \ubd84\ub958 \ubb38\uc81c\uc785\ub2c8\ub2e4.<\/p>\n

3.2 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/h3>\n
\ud074\ub7ec\uc2a4\ud130\ub9c1\uc740 \uc720\uc0ac\ud55c \ub370\uc774\ud130\ub4e4\uc744 \uadf8\ub8f9\ud654\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ud328\ud134\uc774\ub098 \ud2b8\ub80c\ub4dc\ub97c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ub2e4\uc591\ud55c \uc8fc\uc2dd\uc758 \uc720\uc0ac\uc131\uc744 \ubd84\uc11d\ud558\uc5ec \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \uac1c\uc694<\/h2>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub294 \uc5ec\ub7ec \uac1c\uc758 \uacb0\uc815 \ud2b8\ub9ac(decision tree)\ub97c \uacb0\ud569\ud558\uc5ec \ub354 \uac15\ub825\ud558\uace0 \uc548\uc815\uc801\uc778 \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uc559\uc0c1\ube14 \ud559\uc2b5 \uae30\ubc95\uc785\ub2c8\ub2e4. \uac01 \ud2b8\ub9ac\ub294 \uc11c\ub85c \ub3c5\ub9bd\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ubbc0\ub85c \ubd88\ud655\uc2e4\uc131\uc744 \uc904\uc774\uace0 \ub354 \ub098\uc740 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \uac16\uc2b5\ub2c8\ub2e4.<\/p>\n

4.1 \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h3>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\uc758 \uc8fc\uc694 \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc0d8\ud50c\ub9c1:<\/strong> \ubb34\uc791\uc704\ub85c \uc0d8\ud50c\uc744 \ucd94\ucd9c\ud558\uc5ec \uc5ec\ub7ec \uac1c\uc758 \ud6c8\ub828 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/li>\n
\ud2b8\ub9ac \uad6c\ucd95:<\/strong> \uac01 \uc0d8\ud50c\uc5d0 \ub300\ud574 \uacb0\uc815 \ud2b8\ub9ac\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc774\ub54c \uac01 \ub178\ub4dc\uc5d0\uc11c \ubd84\uae30\ud560 \ud2b9\uc131\uc744 \ubb34\uc791\uc704\ub85c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n
\uc608\uce21 \ubc0f \uc9d1\uacc4:<\/strong> \uac01 \ud2b8\ub9ac\uc5d0\uc11c \uc608\uce21\ud55c \uacb0\uacfc\ub97c \ud22c\ud45c \ubc29\uc2dd\uc73c\ub85c \uc9d1\uacc4\ud558\uc5ec \ucd5c\uc885 \uc608\uce21\uc744 \uacb0\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
5. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \ud1b5\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h2>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4:<\/p>\n
5.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\uc8fc\uac00, \uac70\ub798\ub7c9, \uae30\uc220 \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \uc8fc\uc2dd\uc758 \uc5ed\uc0ac\uc801\uc778 \uc131\uacfc, \uacbd\uc81c \uc9c0\ud45c, \ub274\uc2a4 \ud5e4\ub4dc\ub77c\uc778 \ub4f1 \uc5ec\ub7ec \ucd9c\ucc98\uc5d0\uc11c \ud68d\ub4dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \uc804\ucc98\ub9ac\ub97c \ud1b5\ud574 \ub204\ub77d\ub41c \uac12\uc774\ub098 \uc774\uc0c1\uce58\ub97c \ucc98\ub9ac\ud558\uace0, \ud544\uc694\ud55c \ud2b9\uc131\uc744 \ucd94\ucd9c\ud558\uc5ec \ubaa8\ub378 \uc785\ub825 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uc2dc\uac04\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\ub294 \ub370\uc774\ud130\uc758 \uacbd\uc6b0, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
5.3 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n
\uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc774\ub54c \ub370\uc774\ud130\ub97c \ud6c8\ub828 \uc138\ud2b8\uc640 \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub85c \ub098\ub204\uc5b4 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n
5.4 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n
\ubaa8\ub378 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc815\ud655\ub3c4(accuracy), \uc815\ubc00\ub3c4(precision), \uc7ac\ud604\uc728(recall) \ub4f1\uc758 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21 \uacb0\uacfc\ub97c \ube44\uad50\ud558\uc5ec \ubaa8\ub378\uc758 \uc2e0\ub8b0\uc131\uc744 \ud310\ub2e8\ud569\ub2c8\ub2e4.<\/p>\n
5.5 \uac70\ub798 \uc2e4\ud589<\/h3>\n
\ubaa8\ub378\uc774 \ud559\uc2b5\ud55c \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc2dc\uac04\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4. \uc2e0\ud638\uac00 \ubc1c\uc0dd\ud558\uba74 \ubbf8\ub9ac \uc124\uc815\ud55c \uac70\ub798 \uc804\ub7b5\uc5d0 \ub530\ub77c \ub9e4\ub9e4\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n
6. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\uc758 \uc7a5\uc810<\/h2>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ec\ub7ec \uac00\uc9c0 \uc7a5\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n
\n
\ub192\uc740 \uc815\ud655\ub3c4:<\/strong> \uc5ec\ub7ec \uac1c\uc758 \ud2b8\ub9ac\ub97c \uacb0\ud569\ud568\uc73c\ub85c\uc368 \ub2e8\uc77c \uacb0\uc815 \ud2b8\ub9ac\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n
\uacfc\uc801\ud569(overfitting) \ubc29\uc9c0:<\/strong> \ub2e4\uc591\ud55c \uc0d8\ud50c\uacfc \ud2b9\uc131\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\ubbc0\ub85c \uacfc\uc801\ud569\uc758 \uc704\ud5d8\uc774 \ub0ae\uc2b5\ub2c8\ub2e4.<\/li>\n
\ud2b9\uc9d5 \uc911\uc694\ub3c4 \ud3c9\uac00:<\/strong> \uac01 \ud2b9\uc131\uc774 \uc608\uce21\uc5d0 \uae30\uc5ec\ud558\ub294 \uc815\ub3c4\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc5b4, \uac00\uc7a5 \uc911\uc694\ud55c \ud2b9\uc131\uc744 \uc27d\uac8c \uc2dd\ubcc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
7. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\uc758 \ub2e8\uc810 \ubc0f \uace0\ub824\uc0ac\ud56d<\/h2>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \uc5ed\uc2dc \uba87 \uac00\uc9c0 \ub2e8\uc810\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4:<\/p>\n
\n
\uc6b4\uc601 \uc18d\ub3c4:<\/strong> \ud2b8\ub9ac\uc758 \uc218\uac00 \ub9ce\uc544\uc9c8\uc218\ub85d \uc608\uce21 \uc18d\ub3c4\uac00 \ub290\ub824\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ud574\uc11d\uc758 \uc5b4\ub824\uc6c0:<\/strong> \uc5ec\ub7ec \uac1c\uc758 \ud2b8\ub9ac\ub97c \uacb0\ud569\ud558\uc5ec \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud558\uae30 \ub54c\ubb38\uc5d0 \ud574\uc11d\uc774 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
8. \uacb0\ub860<\/h2>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4\uc11c \uc720\uc6a9\ud558\uace0 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc5ec\ub7ec \uac1c\uc758 \ud2b8\ub9ac\ub97c \uacb0\ud569\ud558\uc5ec \uc608\uce21\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\uace0, \uc801\uc2dc\uc5d0 \uac70\ub798 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574\uc11c\ub294 \ucda9\ubd84\ud55c \ub370\uc774\ud130\uc640 \uc801\uc808\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\ucd5c\uc2e0 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \uc54c\ud30c \ud22c\uc790\uc640 \uac19\uc740 \uace0\uae09 \ud22c\uc790 \uc804\ub7b5\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uba70, \ud22c\uc790\uc790\ub4e4\uc774 \ub354\uc6b1 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc73c\ub85c \uc2dc\uc7a5\uc5d0 \uc811\uadfc\ud558\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n
\uc704\uc758 \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c \ucc28\uc138\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc744 \uc774\ub904\ub0b4\uae38 \ubc14\ub78d\ub2c8\ub2e4. \ucd94\uac00\uc801\uc778 \uc9c8\ubb38\uc774\ub098 \ud53c\ub4dc\ubc31\uc774 \ud544\uc694\ud558\ub2e4\uba74 \uc5b8\uc81c\ub4e0\uc9c0 \ubb38\uc758\ud574 \uc8fc\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
\uac10\uc0ac\ud569\ub2c8\ub2e4!<\/h4>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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