\n1. \uc11c\ub860<\/h2>\n
\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc788\uc5b4 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \ubd80\uc0c1\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec\uc740 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc0c8\ub85c\uc6b4 \uc804\ub7b5\uc744 \ubc30\uc6b0\uace0 \uc801\uc6a9\ud558\ub294 \uac83\uc774\uba70, \uc774\ub97c \ud1b5\ud574 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\uace0 \uc704\ud5d8\uc744 \ucd5c\uc18c\ud654\ud558\ub824\ub294 \ubaa9\ud45c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc811\uadfc \ubc29\uc2dd\uc774 \ud56d\uc0c1 \uc131\uacf5\uc801\uc778 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\ub4e4\uc774 \uac04\uacfc\ud558\ub294 \uc911\uc694\ud55c \uc694\uc18c \uc911 \ud558\ub098\uac00 \ubc14\ub85c ‘\uacfc\uc801\ud569(Overfitting)’\uc785\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529\uc758 \uc2e4\ub840\uc640 \ud568\uaed8, \ubc31\ud14c\uc2a4\ud2b8\uc5d0\uc11c\uc758 \uacfc\uc801\ud569 \ubb38\uc81c\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \ub17c\uc758\ub97c \uc9c4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n\n2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774\uc810<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\ub294 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uae30\ubc95\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \ud1b5\uacc4\ud559\uc801 \ubaa8\ub378\ub9c1\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud558\ub294 \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \ub354 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uace0\ucc28\uc6d0 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc778\uc2dd\ud569\ub2c8\ub2e4.<\/p>\n
\n- \uba38\uc2e0\ub7ec\ub2dd<\/strong>: \uc8fc\ub85c \uac04\ub2e8\ud55c \ud53c\ucc98 \ucd94\ucd9c \ubc0f \ubaa8\ub378\ub9c1 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uba70, \ubcf4\ud1b5 \uc120\ud615 \ud68c\uadc0, \uc758\uc0ac\uacb0\uc815\ub098\ubb34, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM)\uacfc \uac19\uc740 \uc54c\uace0\ub9ac\uc998\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n
- \ub525\ub7ec\ub2dd<\/strong>: \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub41c \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc8fc\ub85c TensorFlow \ub610\ub294 PyTorch\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n\n
3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc6d0\ub9ac<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc815\ud574\uc9c4 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub530\ub77c \uc8fc\uc2dd, \uc678\ud658, \uc120\ubb3c \ub4f1 \ub2e4\uc591\ud55c \uae08\uc735 \uc790\uc0b0\uc744 \ub9e4\ub9e4\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc8fc\ub41c \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n- \ub370\uc774\ud130 \uc218\uc9d1<\/strong>: \uae08\uc735 \uc2dc\uc7a5\uc758 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \uc774\ub294 \uc8fc\uac00, \uac70\ub798\ub7c9, \ubcc0\ub3d9\uc131 \ub4f1\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub4e4\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n
- \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/strong>: \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \uc815\ub9ac\ud558\uace0 \ubcc0\ud658\ud558\uc5ec \ubaa8\ub378\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub294 \ud615\uc2dd\uc73c\ub85c \ub9cc\ub4ed\ub2c8\ub2e4. \uacb0\uce21\uac12 \ucc98\ub9ac, \uc815\uaddc\ud654, \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n
- \ubaa8\ub378 \uad6c\ucd95<\/strong>: \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uc7a5\uc758 \uc6c0\uc9c1\uc784\uc744 \uc608\uce21\ud560 \ubaa8\ub378\uc744 \ub9cc\ub4ed\ub2c8\ub2e4.<\/li>\n
- \ubc31\ud14c\uc2a4\ud2b8<\/strong>: \ubaa8\ub378\uc744 \uacfc\uac70\uc758 \ub370\uc774\ud130\uc5d0 \uc801\uc6a9\ud558\uc5ec \uc2e4\uc81c \ub9e4\ub9e4 \uc131\uacfc\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n
- \uc2e4\uc81c \ub9e4\ub9e4<\/strong>: \uc131\uacfc\uac00 \uc6b0\uc218\ud55c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uc2e4\uc2dc\uac04 \ub9e4\ub9e4\ub97c \uc9c4\ud589\ud558\uba70, \uc608\uce21\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/section>\n\n
4. \uacfc\uc801\ud569(Overfitting)\uc758 \ubb38\uc81c<\/h2>\n
\uacfc\uc801\ud569\uc740 \ubaa8\ub378\uc774 \ud6c8\ub828 \ub370\uc774\ud130\uc5d0 \ub108\ubb34 \ucd5c\uc801\ud654\ub418\uc5b4 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc774 \uc800\ud558\ub418\ub294 \ud604\uc0c1\uc785\ub2c8\ub2e4. \uc774\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc5d0\uc11c \ub9e4\uc6b0 \ud754\ud558\uac8c \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\ub85c, \ud2b9\ud788 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ud070 \uc704\ud5d8 \uc694\uc18c\ub85c \uc791\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \uacfc\uc801\ud569\uc758 \uc6d0\uc778<\/h3>\n
\uacfc\uc801\ud569\uc758 \uc8fc\uc694 \uc6d0\uc778\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n- \ud658\uacbd\uc758 \ubcc0\ud654<\/strong>: \uae08\uc735 \uc2dc\uc7a5\uc740 \ub04a\uc784\uc5c6\uc774 \ubcc0\ub3d9\ud558\ubbc0\ub85c \uacfc\uac70 \ub370\uc774\ud130\uc5d0\uc11c \uc5bb\uc740 \ud328\ud134\uc774 \ubbf8\ub798\uc5d0\ub3c4 \uc720\ud6a8\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
- \ubaa8\ub378 \ubcf5\uc7a1\uc131<\/strong>: \ub108\ubb34 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc740 \ud6c8\ub828 \ub370\uc774\ud130\uc758 \ub178\uc774\uc988\uae4c\uc9c0 \ud559\uc2b5\ud558\uac8c \ub418\uc5b4, \uc77c\ubc18\ud654 \ub2a5\ub825\uc774 \ub5a8\uc5b4\uc9c0\uac8c \ub429\ub2c8\ub2e4.<\/li>\n
- \ub370\uc774\ud130\uc758 \uc9c8<\/strong>: \uc798\ubabb\ub41c \ub370\uc774\ud130 \ub610\ub294 \ub178\uc774\uc988\uac00 \ud3ec\ud568\ub41c \ub370\uc774\ud130\ub85c \ud6c8\ub828\ud55c \uacbd\uc6b0 \ubaa8\ub378\uc774 \ud2b9\uc815\ud55c \ud328\ud134\uc5d0 \uacfc\ub3c4\ud558\uac8c \uc801\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n\n
5. \uacfc\uc801\ud569 \ubc29\uc9c0 \ubc29\ubc95<\/h2>\n
\uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\ub4e4\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\ubc95\ub4e4\uc740 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ub192\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n
5.1 \ud6c8\ub828 \ub370\uc774\ud130 \ud655\uc7a5<\/h3>\n
\ub370\uc774\ud130\uc758 \uc591\uc744 \uc99d\uac00\uc2dc\ud0a4\ub294 \uac83\uc774 \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\ub294 \uac00\uc7a5 \uac04\ub2e8\ud55c \ubc29\ubc95 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uac70\ub098 \ub370\uc774\ud130 \uc99d\uac15(Data Augmentation) \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \ud6c8\ub828 \uc138\ud2b8\ub97c \uc99d\uac00\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.2 \ubaa8\ub378 \ub2e8\uc21c\ud654<\/h3>\n
\ubaa8\ub378\uc774 \ubcf5\uc7a1\ud560\uc218\ub85d \ud6c8\ub828 \ub370\uc774\ud130\uc5d0 \uacfc\uc801\ud569\ub420 \uac00\ub2a5\uc131\uc774 \ub192\uc544\uc9d1\ub2c8\ub2e4. \ub530\ub77c\uc11c \ubaa8\ub378\uc758 \uc544\ud0a4\ud14d\ucc98\ub97c \ub2e8\uc21c\ud654\ud558\uc5ec \ud559\uc2b5\ud560 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc904\uc774\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
5.3 \uc815\uaddc\ud654 \uae30\ubc95<\/h3>\n
\uc815\uaddc\ud654\ub294 \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \uc81c\uc5b4\ud558\uc5ec \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. L1, L2 \uc815\uaddc\ud654\uc640 \uac19\uc740 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac00\uc911\uce58\uc758 \ud06c\uae30\ub97c \uc81c\ud55c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.4 \uad50\ucc28 \uac80\uc99d<\/h3>\n
\uad50\ucc28 \uac80\uc99d(Cross-validation)\uc740 \ub370\uc774\ud130\ub97c \uc5ec\ub7ec \uac1c\uc758 \uc11c\ube0c\uc14b\uc73c\ub85c \ub098\ub204\uc5b4 \uac01\uac01\uc758 \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \uc77c\ubc18\ud654\ub418\ub294 \uc815\ub3c4\ub97c \uce21\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n\n6. \ubc31\ud14c\uc2a4\ud2b8\uc5d0\uc11c\uc758 \uacfc\uc801\ud569 \ubc29\uc9c0<\/h2>\n
\ubc31\ud14c\uc2a4\ud2b8\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\ub2a5\uc744 \uac80\uc99d\ud558\ub294 \uc911\uc694\ud55c \uacfc\uc815\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774 \uacfc\uc815\uc5d0\uc11c \uacfc\uc801\ud569 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ubc31\ud14c\uc2a4\ud2b8\uc5d0\uc11c \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/p>\n
6.1 \ub370\uc774\ud130 \ubd84\ud560<\/h3>\n
\ubc31\ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud560 \ub54c \ub370\uc774\ud130\ub97c \ud6c8\ub828 \uc138\ud2b8, \uac80\uc99d \uc138\ud2b8, \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub85c \ub098\ub204\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ud6c8\ub828 \uc138\ud2b8\uc5d0\uc11c \ubaa8\ub378\uc744 \ud559\uc2b5\ud55c \ud6c4, \uac80\uc99d \uc138\ud2b8\uc5d0\uc11c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\uace0, \ucd5c\uc885\uc801\uc73c\ub85c \ud14c\uc2a4\ud2b8 \uc138\ud2b8\uc5d0\uc11c \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
6.2 \uac80\uc99d \uc9c0\ud45c<\/h3>\n
\ubc31\ud14c\uc2a4\ud2b8\uc758 \uacb0\uacfc\ub97c \ud3c9\uac00\ud560 \ub54c \ub2e8\uc21c\ud55c \uc218\uc775\ub960 \uc678\uc5d0\ub3c4 \uc0e4\ud504 \ube44\uc728, \ucd5c\ub300 \ub099\ud3ed, \uc2b9\ub960 \ub4f1\uc758 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e8 \ud558\ub098\uc758 \uc9c0\ud45c\uc5d0 \uc758\uc874\ud558\ub294 \uac83\uc740 \uacfc\uc801\ud569\uc758 \ud568\uc815\uc5d0 \ube60\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6.3 \uc0d8\ud50c\ub9c1 \ubc29\ubc95<\/h3>\n
\uc77c\ubd80 \uc218\uc775\uc774 \ub192\uc740 \uc804\ub7b5\uc740 \ud2b9\uc815 \uc2dc\uc810\uc5d0\ub9cc \uc720\ud6a8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub2e4\uc591\ud55c \uc2dc\uc7a5 \uc870\uac74\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud558\uc5ec \ubaa8\ub378\uc758 \uac15\uac74\uc131\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n\n7. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uac15\ub825\ud55c \ub3c4\uad6c\uc774\uc9c0\ub9cc, \uacfc\uc801\ud569 \ubb38\uc81c\uc5d0 \uc720\uc758\ud574\uc57c \ud569\ub2c8\ub2e4. \uc2e4\uc804\uc5d0\uc11c \ud6a8\uacfc\uc801\uc778 \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130 \ubd84\uc11d, \ubaa8\ub378 \ub2e8\uc21c\ud654, \uc815\uaddc\ud654, \uad50\ucc28 \uac80\uc99d \ub4f1\uc744 \ud1b5\ud574 \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud574\uc57c \ud558\uba70, \ucca0\uc800\ud55c \ubc31\ud14c\uc2a4\ud2b8 \uacfc\uc815\uc744 \ud1b5\ud574 \uac80\uc99d\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc8fc\uc758\uc0ac\ud56d\uc744 \uc5fc\ub450\uc5d0 \ub450\uace0 \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \ud14c\uc2a4\ud2b8\ub97c \ubcd1\ud589\ud55c\ub2e4\uba74, \uc131\uacf5\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<\/section>\n<\/article>\n
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