\ub370\uc774\ud130 \ubd80\uc871: \ud6c8\ub828 \ub370\uc774\ud130 \uc218\uac00 \ubd80\uc871\ud558\uc5ec \ubaa8\ub378\uc774 \uc77c\ubc18\ud654\ud558\uae30 \uc5b4\ub824\uc6b4 \uacbd\uc6b0.<\/li>\n<\/ul>\n\uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uc0dd\uc131\ub41c \uc5ec\ub7ec \uac00\uc9c0 \uaddc\uc81c\ud654 \uae30\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.2 \uaddc\uc81c\ud654 \uae30\ubc95<\/h3>\n
\uc5ec\uae30\uc11c\ub294 \ubcf4\ud3b8\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uba87 \uac00\uc9c0 \uaddc\uc81c\ud654 \uae30\ubc95\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4:<\/p>\n
3.2.1 L1 \ubc0f L2 \uaddc\uc81c<\/h4>\n
L1 \uaddc\uc81c(\ub77c\uc3d8 \ud68c\uadc0)\uc640 L2 \uaddc\uc81c(\ub9bf\uc9c0 \ud68c\uadc0)\ub294 \uc2e0\uacbd\ub9dd\uc758 \uac00\uc911\uce58\uc5d0 \ucd94\uac00 \ud398\ub110\ud2f0\ub97c \ubd80\uc5ec\ud558\uc5ec \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4. L1 \uaddc\uc81c\ub294 \uac00\uc911\uce58\uc758 \uc808\ub300\uac12 \ud569\uacc4\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucd94\uba70, \uc774\ub85c \uc778\ud574 \ubd88\ud544\uc694\ud55c \ud2b9\uc9d5(feature)\uc744 \uc81c\uac70\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\uba74 L2\ub294 \uac00\uc911\uce58\uc758 \uc81c\uacf1\ud569\uc744 \ucd5c\uc18c\ud654\ud558\uc5ec \ubaa8\ub4e0 \uac00\uc911\uce58\uc758 \ud06c\uae30\ub97c \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n
3.2.2 \ub4dc\ub86d\uc544\uc6c3<\/h4>\n
\ub4dc\ub86d\uc544\uc6c3(Dropout)\uc740 \uc2e0\uacbd\ub9dd\uc758 \uac01 \uce35\uc5d0\uc11c \uc77c\uc815 \ube44\uc728\uc758 \ub274\ub7f0\uc744 \ubb34\uc791\uc704\ub85c \uc81c\uac70\ud558\uc5ec \ubaa8\ub378\uc774 \ud2b9\uc815 \ub274\ub7f0\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\ub3c4\ub85d \ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc740 \ud6c8\ub828 \uc911\uc5d0 \ub274\ub7f0\uc774 “\ub4dc\ub86d”\ub418\uc5b4 \ub2e4\uc591\ud55c \uad6c\uc870\uc758 \uc2e0\uacbd\ub9dd\uc774 \ud559\uc2b5\ud558\uac8c \ud558\uc5ec \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n
3.2.3 \uc870\uae30 \uc885\ub8cc<\/h4>\n
\uc870\uae30 \uc885\ub8cc(Early Stopping)\ub294 \uac80\uc99d \ub370\uc774\ud130\uc14b\uc758 \uc131\ub2a5\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec \ucd5c\ucd08\ub85c \uc131\ub2a5\uc774 \uac10\uc18c\ud558\uae30 \uc2dc\uc791\ud55c \uc2dc\uc810\uc5d0\uc11c \ud6c8\ub828\uc744 \uc911\ub2e8\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc740 \ubaa8\ub378\uc774 \ud6c8\ub828 \uc138\ud2b8\uc5d0 \uacfc\uc801\ud569\ub418\uc9c0 \uc54a\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n
3.3 \uaddc\uc81c\ud654\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815<\/h3>\n
\uac01 \uaddc\uc81c\ud654 \uae30\ubc95\uc5d0\ub294 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, L2 \uaddc\uc81c\uc758 \uacbd\uc6b0 \uaddc\uc81c \uac15\ub3c4(\u03bb)\ub97c \uc870\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub294 \uad50\ucc28 \uac80\uc99d(cross-validation)\uc744 \ud1b5\ud574 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. \uc2e4\uc804 \uc801\uc6a9 \uc0ac\ub840<\/h2>\n
\uc774\uc81c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc2ec\uce35 \uc2e0\uacbd\ub9dd\uc758 \uaddc\uc81c\ud654 \uae30\ubc95\uc744 \ud65c\uc6a9\ud55c \uc2e4\uc81c \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \uc8fc\uc2dd \uc2dc\uc7a5 \uc608\uce21<\/h3>\n
\uc8fc\uc2dd \uc2dc\uc7a5 \uc608\uce21\uc758 \uc8fc\uc694 \ubaa9\ud45c\ub294 \uc8fc\uc2dd\uc758 \ubbf8\ub798 \uac00\uaca9\uc744 \uc608\uce21\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \ubaa8\ub378\uc740 \uc5ed\uc0ac\uc801 \uac00\uaca9 \ub370\uc774\ud130\uc640 \uae30\uc220\uc801 \uc9c0\ud45c\ub97c \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud558\uc5ec \ubbf8\ub798 \uac00\uaca9\uc744 \ucd9c\ub825\ud558\ub3c4\ub85d \uc124\uacc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
import numpy as np\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Dropout\n\n# \ub370\uc774\ud130 \uc900\ube44\nX_train, y_train = ... # \ud2b9\uc131\uacfc \ub77c\ubca8\nmodel = Sequential()\nmodel.add(Dense(128, activation='relu', input_shape=(X_train.shape[1],)))\nmodel.add(Dropout(0.5))\nmodel.add(Dense(64, activation='relu'))\nmodel.add(Dense(1)) # \ucd9c\ub825\uce35\nmodel.compile(optimizer='adam', loss='mean_squared_error')\nmodel.fit(X_train, y_train, epochs=100, batch_size=32)\n<\/code><\/pre>\n4.2 \uc8fc\uac00 \uc608\uce21 \uc815\ud655\ub3c4 \ud5a5\uc0c1<\/h3>\n
\uc774 \ubaa8\ub378\uc5d0\uc11c L2 \uaddc\uc81c\ub97c \ucd94\uac00\ud558\uc5ec \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ub4dc\ub86d\uc544\uc6c3 \uce35\uc744 \ucd94\uac00\ud558\uc5ec \ubaa8\ub378\uc758 \uc548\uc815\uc131\uc744 \ub192\uc774\uace0, \uc870\uae30 \uc885\ub8cc \uae30\ubc95\uc73c\ub85c \ud6c8\ub828\uc744 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
model.add(Dense(128, activation='relu', kernel_regularizer='l2', input_shape=(X_train.shape[1],)))\nmodel.add(Dropout(0.5))\n<\/code><\/pre>\n5. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc2ec\uce35 \uc2e0\uacbd\ub9dd\uc758 \uaddc\uc81c\ud654\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\ub294 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uace0, \ub354 \ub098\uc740 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \uc5bb\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uaddc\uc81c\ud654 \uae30\ubc95\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc790\ub3d9\ud654\ub41c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uace0, \ubcf4\ub2e4 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\uc640 \uc2ec\uce35 \uc2e0\uacbd\ub9dd\uc758 \uaddc\uc81c\ud654 \uae30\ubc95\uc744 \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uc5c8\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc744 \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\uacfc\ub97c \ub192\uc774\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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