\nfrom keras.models import Model\nfrom keras.layers import Input, Dense\nfrom keras import regularizers\n\ninput_size = 784\nencoding_dim = 32\n\ninput_layer = Input(shape=(input_size,))\nencoded = Dense(encoding_dim, activation='relu', activity_regularizer=regularizers.l2(10e-5))(input_layer)\ndecoded = Dense(input_size, activation='sigmoid')(encoded)\n\nautoencoder = Model(input_layer, decoded)\nautoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n <\/code><\/pre>\n4. \uacfc\uc801\ud569(overfitting) \uad00\ub9ac<\/h2>\n
\uacfc\uc801\ud569\uc740 \ubaa8\ub378\uc774 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub108\ubb34 \uc798 \ub9de\ucdb0\uc838 \uc788\uc5b4 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc77c\ubc18\ud654 \uc131\ub2a5\uc774 \ub5a8\uc5b4\uc9c0\ub294 \ud604\uc0c1\uc785\ub2c8\ub2e4. \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \uc870\uae30 \uc885\ub8cc(Early Stopping)<\/h3>\n
\ubaa8\ub378 \ud559\uc2b5 \uc911 validation loss\uac00 \uc99d\uac00\ud558\uae30 \uc2dc\uc791\ud558\ub294 \uc2dc\uc810\uc5d0\uc11c \ud559\uc2b5\uc744 \uc911\uc9c0\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.2 dropout<\/h3>\n
\ub4dc\ub86d\uc544\uc6c3\uc740 \ud559\uc2b5 \uc2dc \uc784\uc758\uc758 \ub274\ub7f0\uc744 \ube44\ud65c\uc131\ud654\ud558\uc5ec \ubaa8\ub378\uc758 \ubcf5\uc7a1\ub3c4\ub97c \uc904\uc774\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \ud2b9\uc815 \ud2b9\uc9d5\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\ub3c4\ub85d \ud6c8\ub828 \ub370\uc774\ud130\uc758 \uc77c\ubc18\ud654\ub97c \ub3c4\ubaa8\ud569\ub2c8\ub2e4.<\/p>\n
4.3 L2 \uaddc\uc81c\ud654(Regularization)<\/h3>\n
L2 \uaddc\uc81c\ud654\ub294 \uc190\uc2e4 \ud568\uc218\uc5d0 \uac00\uc911\uce58\uc758 \uc81c\uacf1\ud569\uc744 \ucd94\uac00\ud558\uc5ec \ubaa8\ub378\uc774 \ub108\ubb34 \ud070 \uac00\uc911\uce58\ub97c \uac16\uc9c0 \uc54a\ub3c4\ub85d \uc720\ub3c4\ud569\ub2c8\ub2e4. \uc774\ub294 \uacfc\uc801\ud569\uc744 \uad00\ub9ac\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \uae30\ubc95\uc785\ub2c8\ub2e4.<\/p>\n
5. \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00<\/h2>\n
\ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ubaa8\ub378\uc740 \uc131\ub2a5 \uac80\uc99d\uc744 \uc704\ud574 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \ud3c9\uac00\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc131\ub2a5 \uc9c0\ud45c\ub294 Accuracy, Precision, Recall, F1-Score \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.1 \uc131\ub2a5 \uc9c0\ud45c\uc758 \uc815\uc758<\/h3>\n
\uac01 \uc131\ub2a5 \uc9c0\ud45c\ub294 \ubaa8\ub378\uc758 \ud2b9\uc131\uc5d0 \ub530\ub77c \uc11c\ub85c \ub2e4\ub978 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. Accuracy\ub294 \uc804\uccb4 \uc608\uce21 \uc911 \ub9de\uac8c \uc608\uce21\ud55c \ube44\uc728, Precision\uc740 \uc591\uc131\uc73c\ub85c \uc608\uce21\ud55c \uac83 \uc911 \uc2e4\uc81c \uc591\uc131\uc758 \ube44\uc728, Recall\uc740 \uc2e4\uc81c \uc591\uc131 \uc911 \uc591\uc131\uc73c\ub85c \uc608\uce21\ud55c \ube44\uc728\uc785\ub2c8\ub2e4.<\/p>\n
6. \uc804\ub7b5 \uad6c\ud604 \ubc0f \ubc31\ud14c\uc2a4\ud305<\/h2>\n
\uc131\ub2a5 \ud3c9\uac00\uac00 \uc644\ub8cc\ub418\uba74, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uac70\ub798 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\uace0 \uc2e4\uc81c \ub370\uc774\ud130\uc5d0 \uc801\uc6a9\ud558\uc5ec \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/p>\n
6.1 \ubc31\ud14c\uc2a4\ud305\uc758 \uc911\uc694\uc131<\/h3>\n
\ubc31\ud14c\uc2a4\ud305\uc740 \uc5ed\uc0ac\uc801 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc804\ub7b5\uc758 \uc720\ud6a8\uc131\uc744 \uac80\uc99d\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \uc804\ub7b5\uc774 \uacfc\uac70\uc758 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0\uc11c \uc5b4\ub5bb\uac8c \uc218\ud589\ub418\uc5c8\ub294\uc9c0 \ud3c9\uac00\ud560 \uc218 \uc788\uc73c\uba70, \ud5a5\ud6c4 \ub9e4\ub9e4 \uacb0\uc815\uc744 \uc704\ud55c \uc911\uc694\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ubc1b\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6.2 \uc2e4\uc81c \uac70\ub798 \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h3>\n
\ubaa8\ub378 \uac80\uc99d\uacfc \ubc31\ud14c\uc2a4\ud305\uc744 \uc644\ub8cc\ud55c \ud6c4, \uc2e4\uc81c \uac70\ub798\ub97c \uc704\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub54c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ud50c\ub7ab\ud3fc, API \uc5f0\uacb0 \ubc0f \uc704\ud5d8 \uad00\ub9ac \uae30\ub2a5 \ub4f1\uc744 Consider\ud558\uc5ec \uc2dc\uc2a4\ud15c\uc744 \uad6c\uc131\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
\uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud604\uc7ac \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc601\ud5a5\ub825\uc774 \uc810\ucc28 \uc99d\ub300\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uaddc\uc81c\ud654\ub41c \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud1b5\ud574 \uacfc\uc801\ud569\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud560 \uc218 \uc788\uc73c\uba70, \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \uc548\uc815\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uacbd\ud5d8\uc744 \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998\uc774 \ub354\uc6b1 \ubc1c\uc804\ud560 \uc218 \uc788\uae30\ub97c \uae30\ub300\ud558\uba70, \ud544\uc694\ud55c \uc9c0\uc2dd\uacfc \uae30\uc220\uc744 \uc313\uc544\uac00\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uc5c8\uc73c\uba74 \ud569\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uae08\uc735 \uac70\ub798 \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uacfc\uc801\ud569 \ubb38\uc81c\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uae30 \uc704\ud574 \uaddc\uc81c\ud654\ub41c \uc624\ud1a0\uc778\ucf54\ub354\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uaddc\uc81c\ud654\ub41c \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uacfc\uc801\ud569 \uad00\ub9ac”<\/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-28839","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, \uaddc\uc81c\ud654\ub41c \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uacfc\uc801\ud569 \uad00\ub9ac - \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\" href=\"https:\/\/atmokpo.com\/w\/28839\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uaddc\uc81c\ud654\ub41c \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uacfc\uc801\ud569 \uad00\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uae08\uc735 \uac70\ub798 \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uacfc\uc801\ud569 \ubb38\uc81c\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uae30 \uc704\ud574 \uaddc\uc81c\ud654\ub41c \uc624\ud1a0\uc778\ucf54\ub354\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uaddc\uc81c\ud654\ub41c 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