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\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ud654\ub41c \uac70\ub798\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ub180\ub77c\uc6b4 \uc9c4\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc774 \uae30\uc220\ub4e4\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ud328\ud134\uc744 \uc778\uc2dd\ud558\uba70, \uc608\uce21\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ucd9c\ub825\uce35<\/strong>\uc758 \uc815\uc758\uc640 \uc911\uc694\uc131\uc744 \uc0b4\ud3b4\ubcf4\uace0, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc5d0\uc11c \ucd9c\ub825\uce35\uc774 \uc5b4\ub5bb\uac8c \uad6c\uc131\ub418\uace0 \ud559\uc2b5\ub418\ub294\uc9c0\ub97c \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \ucef4\ud4e8\ud130\uac00 \uba85\uc2dc\uc801\uc73c\ub85c \ud504\ub85c\uadf8\ub798\ubc0d\ub418\uc9c0 \uc54a\uc544\ub3c4 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd(Deep Learning)\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \ub450 \uae30\uc220 \ubaa8\ub450 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\ucd9c\ub825\uce35\uc758 \uc5ed\ud560<\/h2>\n
\ucd9c\ub825\uce35\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc758 \ub9c8\uc9c0\ub9c9 \uce35\uc73c\ub85c, \ubaa8\ub378\uc758 \ucd9c\ub825\uac12\uc744 \uacb0\uc815\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774 \ucd9c\ub825\uac12\uc740 \uc608\uce21\ud558\uace0\uc790 \ud558\ub294 \ubaa9\ud45c \ubcc0\uc218\uc640 \uad00\ub828\uc774 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ud615\ud0dc\ub85c \uad6c\uc131\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd \uac00\uaca9\uc758 \uc0c1\uc2b9\uc774\ub098 \ud558\ub77d, \ud2b9\uc815 \uc790\uc0b0\uc758 \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uc2e0\ud638 \ub4f1\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\ucd9c\ub825\uce35 \uad6c\uc131 \uc694\uc18c<\/h3>\n
\ucd9c\ub825\uce35\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uc694\uc18c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n
\n
\ub274\ub7f0:<\/strong> \ucd9c\ub825\uce35\uc758 \uac01 \ub274\ub7f0\uc740 \ud2b9\uc815\ud55c \uc608\uce21\uac12\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
\ud65c\uc131\ud654 \ud568\uc218:<\/strong> \ub274\ub7f0\uc758 \ucd9c\ub825\uac12\uc744 \uacb0\uc815\ud558\ub294 \ube44\uc120\ud615 \ud568\uc218\uc785\ub2c8\ub2e4. \ucd9c\ub825\uce35\uc5d0\uc11c\ub294 \ubcf4\ud1b5 \uc18c\ud504\ud2b8\ub9e5\uc2a4(Softmax) \ud568\uc218\ub098 \uc2dc\uadf8\ubaa8\uc774\ub4dc(Sigmoid) \ud568\uc218\uac00 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
\ube44\uc6a9 \ud568\uc218:<\/strong> \ubaa8\ub378\uc758 \uc608\uce21\uac12\uacfc \uc2e4\uc81c\uac12 \uac04\uc758 \ucc28\uc774\ub97c \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud558\uba70, \ubaa8\ub378\uc758 \ud559\uc2b5 \uacfc\uc815\uc744 \ub3d5\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\ucd9c\ub825\uce35\uc758 \ud65c\uc131\ud654 \ud568\uc218<\/h3>\n
\ucd9c\ub825\uce35\uc740 \uc5ec\ub7ec \uac00\uc9c0 \ud65c\uc131\ud654 \ud568\uc218\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub294 \ubaa8\ub378\uc758 \ubaa9\ud45c\uc640 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc5d0 \ub530\ub77c \ub2e4\ub985\ub2c8\ub2e4:<\/p>\n
\n
\uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218:<\/strong> \ub2e4\uc911 \ud074\ub798\uc2a4 \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uac01 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \ud655\ub960\uc744 \uacc4\uc0b0\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uac01 \ub274\ub7f0\uc758 \ucd9c\ub825\uc740 0\uacfc 1 \uc0ac\uc774\uc758 \ud655\ub960 \uac12\uc73c\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4.<\/li>\n
\uc2dc\uadf8\ubaa8\uc774\ub4dc \ud568\uc218:<\/strong> \uc774\uc9c4 \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \ucd9c\ub825\uac12\uc744 0 \ub610\ub294 1\ub85c \ubcc0\ud658\ud560 \ub54c \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
\uc120\ud615 \ud568\uc218:<\/strong> \ud68c\uadc0 \ubb38\uc81c\uc5d0\uc11c \uc5f0\uc18d\uc801\uc778 \uac12\uc744 \uc608\uce21\ud560 \ub54c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ucd9c\ub825\uac12\uc774 \uadf8\ub300\ub85c \ubc18\ud658\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\ucd9c\ub825\uce35 \uc124\uc815 \uc2dc \uace0\ub824\uc0ac\ud56d<\/h2>\n
\ucd9c\ub825\uce35\uc744 \uc124\uacc4\ud560 \ub54c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc694\uc18c\ub4e4\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
\n
\ubb38\uc81c\uc758 \uc720\ud615:<\/strong> \ubb38\uc81c\uc758 \uc720\ud615\uc5d0 \ub530\ub77c \ucd9c\ub825\uce35\uc758 \ub274\ub7f0 \uc218\uc640 \ud65c\uc131\ud654 \ud568\uc218\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378\uc758 \ubcf5\uc7a1\uc131:<\/strong> \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \ucd9c\ub825\uce35\uc758 \ub274\ub7f0 \uc218\ub97c \uc801\uc808\ud558\uac8c \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac:<\/strong> \uc785\ub825 \ub370\uc774\ud130\uc758 \uc2a4\ucf00\uc77c\uacfc \ubd84\ud3ec\ub97c \uace0\ub824\ud558\uc5ec \ucd9c\ub825\uce35\uc758 \ud65c\uc131\ud654 \ud568\uc218\ub97c \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
\ucd9c\ub825\uce35 \ud559\uc2b5<\/h2>\n
\ucd9c\ub825\uce35\uc758 \ud559\uc2b5\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc5ed\uc804\ud30c(Backpropagation) \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9c0\uba70, \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n
\n
\uc21c\uc804\ud30c:<\/strong> \uc785\ub825\uac12\uc774 \ub124\ud2b8\uc6cc\ud06c\ub97c \ud1b5\ud574 \uc804\ub2ec\ub418\uc5b4 \ucd9c\ub825\uce35\uc758 \uc608\uce21\uac12\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/li>\n
\uc624\ucc28 \uacc4\uc0b0:<\/strong> \uc608\uce21\uac12\uacfc \uc2e4\uc81c\uac12 \uac04\uc758 \ucc28\uc774\ub97c \uacc4\uc0b0\ud558\uc5ec \ube44\uc6a9 \ud568\uc218\ub97c \ud1b5\ud574 \uc624\ucc28\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n
\uc5ed\uc804\ud30c:<\/strong> \uc624\ucc28\ub97c \uae30\ubc18\uc73c\ub85c \uac00\uc911\uce58\uc640 \ud3b8\ud5a5\uc744 \uc218\uc815\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n
\uc608\uc81c \ucf54\ub4dc: \ucd9c\ub825\uce35 \uad6c\ud604<\/h3>\n
\nimport tensorflow as tf\nfrom tensorflow import keras\n\n# \ubaa8\ub378 \uc0dd\uc131\nmodel = keras.Sequential()\n\n# \uc785\ub825\uce35\nmodel.add(keras.layers.Dense(units=64, activation='relu', input_shape=(input_dim,)))\n\n# \uc740\ub2c9\uce35\nmodel.add(keras.layers.Dense(units=32, activation='relu'))\n\n# \ucd9c\ub825\uce35 (\uc774\uc9c4 \ubd84\ub958)\nmodel.add(keras.layers.Dense(units=1, activation='sigmoid'))\n\n# \ubaa8\ub378 \ucef4\ud30c\uc77c\nmodel.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n <\/code><\/pre>\n\uc790\ub3d9\ub9e4\ub9e4\uc5d0\uc11c\uc758 \ucd9c\ub825\uce35 \ud65c\uc6a9<\/h2>\n\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \ucd9c\ub825\uce35\uc758 \uc608\uce21 \uacb0\uacfc\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\uac8c \ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ucd9c\ub825\uce35\uc774 \uc81c\uacf5\ud558\ub294 \ub9e4\uc218 \uc2e0\ud638\uc5d0 \ub530\ub77c \ud2b9\uc815 \uc790\uc0b0\uc744 \uad6c\ub9e4\ud558\uace0, \ub9e4\ub3c4 \uc2e0\ud638\uc5d0 \ub530\ub77c \uc790\uc0b0\uc744 \ucc98\ubd84\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud22c\uc790\uc790\ub294 \uac10\uc815\uc801 \uacb0\uc815\uc774 \uac1c\uc785\ub418\uc9c0 \uc54a\uc740 \uc77c\uad00\ub41c \uac70\ub798\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \uc131\ub2a5 \ud3c9\uac00<\/h3>\n\ucd9c\ub825\uce35\uc758 \uc131\ub2a5\uc740 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \ud1b5\ud574 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n \n\uc815\ud655\ub3c4(Accuracy):<\/strong> \uc804\uccb4 \uc608\uce21 \uc911 \ub9de\ucd98 \ube44\uc728\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n \uc815\ubc00\ub3c4(Precision):<\/strong> \uc591\uc131\uc73c\ub85c \uc608\uce21\ud55c \uac83 \uc911 \uc2e4\uc81c \uc591\uc131\uc758 \ube44\uc728\uc785\ub2c8\ub2e4.<\/li>\n \uc7ac\ud604\uc728(Recall):<\/strong> \uc2e4\uc81c \uc591\uc131 \uc911 \uc591\uc131\uc73c\ub85c \uc608\uce21\ud55c \ube44\uc728\uc785\ub2c8\ub2e4.<\/li>\n F1 Score:<\/strong> \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc758 \uc870\ud654 \ud3c9\uade0\uc73c\ub85c, \ubd88\uade0\ud615 \ub370\uc774\ud130\uc5d0\uc11c \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uacb0\ub860<\/h2>\n\ucd9c\ub825\uce35\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ucd9c\ub825\uce35\uc758 \uc124\uacc4, \ud65c\uc131\ud654 \ud568\uc218 \uc120\ud0dd, \uc608\uce21 \uacb0\uacfc \ud65c\uc6a9 \ubc29\ubc95 \ub4f1\uc744 \uc774\ud574\ud558\ub294 \uac83\uc740 \ud6a8\uacfc\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud22c\uc790\uc790\ub294 \ub354 \ub098\uc740 \uc131\uacfc\ub97c \ub0bc \uc218 \uc788\uc73c\uba70, \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc5d0 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uace0 \uac1c\uc120\ud558\uc5ec \uc218\uc775\uc131\uc744 \ub192\uc774\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc62c\ubc14\ub978 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc758 \uc870\ud569\uc744 \ud1b5\ud574 \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uad6c\ud604\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ud654\ub41c \uac70\ub798\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ub180\ub77c\uc6b4 \uc9c4\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc774 \uae30\uc220\ub4e4\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ud328\ud134\uc744 \uc778\uc2dd\ud558\uba70, \uc608\uce21\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ucd9c\ub825\uce35\uc758 \uc815\uc758\uc640 \uc911\uc694\uc131\uc744 \uc0b4\ud3b4\ubcf4\uace0, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc5d0\uc11c \ucd9c\ub825\uce35\uc774 \uc5b4\ub5bb\uac8c \uad6c\uc131\ub418\uace0 \ud559\uc2b5\ub418\ub294\uc9c0\ub97c \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \ucef4\ud4e8\ud130\uac00 \uba85\uc2dc\uc801\uc73c\ub85c \ud504\ub85c\uadf8\ub798\ubc0d\ub418\uc9c0 \uc54a\uc544\ub3c4 \ub370\uc774\ud130\ub97c \ud1b5\ud574 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ucd9c\ub825\uce35”<\/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-29343","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, \ucd9c\ub825\uce35 - \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\/29343\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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