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\uad6c\ucd95\ud558\ub294 \ubc29\ubc95 \uc911 \ubcc0\ubd84 \uc624\ud1a0\uc778\ucf54\ub354(Variational Autoencoder, VAE) \uae30\ubc18\uc758 \uc0dd\uc131 \ubaa8\ub378\ub9c1\uc744 \uc911\uc810\uc801\uc73c\ub85c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\ub294 \ud000\ud2b8 \ub9e4\ub9e4\ub97c \uc6d0\ud558\ub294 \ud22c\uc790\uc790, \uac1c\ubc1c\uc790 \ubc0f \ub370\uc774\ud130 \uacfc\ud559\uc790 \ubaa8\ub450\uc5d0\uac8c \uc720\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd 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\ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc751\uc6a9\uae4c\uc9c0 \uc2ec\ub3c4 \uae4a\uac8c \uc0b4\ud3b4\ubcf4\uba70, \uc774\ub97c \uc704\ud55c \ub300\uccb4 \ub370\uc774\ud130 \uc2dc\uc7a5\uc5d0 \ub300\ud574\uc11c\ub3c4 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4. 2.\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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\ub525\ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc774 \uc811\ubaa9\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc774 \ub354\uc6b1 \ub192\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uacfc \ubcc0\ub3d9\uc131 \uc9c0\ud45c\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \ub0b4\uc6a9\uc744 \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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<\/p>\n

\uc62c\ubc14\ub978 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud6a8\uacfc\uc801\uc778 \ub370\uc774\ud130 \uc785\ub825\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc785\ub825\uce35\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub85c, \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uc778\uc2dd\ud558\uace0 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uae30\ubc18\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud000\ud2b8\ub9e4\ub9e4\uc5d0\uc11c\uc758 \uc785\ub825\uce35 \uc124\uacc4 \uc6d0\uce59, \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ud615\uc2dd, \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uae30\ubc95 \ub4f1\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uacfc \uad00\uacc4\ub97c \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubc0f \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ud2b9\ud788 \ud000\ud2b8\ub9e4\ub9e4\uc5d0\uc11c\ub294 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uae30\uc220 \uc9c0\ud45c \ub4f1\uc744 \ubd84\uc11d\ud558\uc5ec \ucd5c\uc801\uc758 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc790\ub3d9\uc73c\ub85c \uc138\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \uc8fc\ub85c \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uba70, \ube44\uad50\uc801 \uac04\ub2e8\ud55c \uc54c\uace0\ub9ac\uc998\uc73c\ub85c\ub3c4 \uc758\ubbf8 \uc788\ub294 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\uba74 \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ube44\uad6c\uc870\ud654\ub41c \ub370\uc774\ud130, \uc608\ub97c \ub4e4\uc5b4 \uc774\ubbf8\uc9c0\ub098 \ud14d\uc2a4\ud2b8\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4.<\/p>\n

2. \ud000\ud2b8\ub9e4\ub9e4\uc5d0\uc11c\uc758 \uc785\ub825\uce35 \uc124\uacc4<\/h2>\n
\uc785\ub825\uce35\uc740 \uc54c\uace0\ub9ac\uc998\uc758 ‘\ubb38\uc744 \uc5f4\uc5b4\uc8fc\ub294’ \uc5ed\ud560\uc744 \ud558\uba70, \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \ubaa8\ub378\uc774 \ud6a8\uacfc\uc801\uc73c\ub85c \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ubcc0\ud658\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucda5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uba3c\uc800 \uc5b4\ub5a4 \ub370\uc774\ud130\ub97c \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud560 \uac83\uc778\uc9c0 \uacb0\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

2.1 \uc785\ub825 \ub370\uc774\ud130\uc758 \uc885\ub958<\/h3>\n

\ud000\ud2b8\ub9e4\ub9e4\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc785\ub825 \ub370\uc774\ud130\uc758 \uc885\ub958\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

\uac00\uaca9 \ub370\uc774\ud130<\/strong>: \uac1c\uc7a5\uac00, \uc885\uac00, \ucd5c\uace0\uac00, \ucd5c\uc800\uac00 \ub4f1<\/li>\n
\uac70\ub798\ub7c9 \ub370\uc774\ud130<\/strong>: \ud2b9\uc815 \uae30\uac04 \ub0b4\uc758 \uac70\ub798\ub7c9<\/li>\n
\uae30\uc220 \uc9c0\ud45c<\/strong>: \uc774\ub3d9 \ud3c9\uade0, RSI, MACD \ub4f1<\/li>\n
\uae30\ubcf8\uc801 \uc694\uc18c<\/strong>: \uae30\uc5c5\uc758 \uc7ac\ubb34\uc81c\ud45c, \uacbd\uc81c \uc9c0\ud45c \ub4f1<\/li>\n

\ub274\uc2a4 \ubc0f \uac10\uc131 \ubd84\uc11d<\/strong>: \ub274\uc2a4 \ud5e4\ub4dc\ub77c\uc778, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130 \ub4f1<\/li>\n<\/ul>\n
2.2 \uc785\ub825 \ub370\uc774\ud130\uc758 \uc804\ucc98\ub9ac<\/h3>\n
\uc785\ub825\uce35\uc5d0 \ub370\uc774\ud130\ub97c \uc804\ub2ec\ud558\uae30 \uc804\uc5d0 \ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac\ud558\ub294 \uacfc\uc815\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc804\ucc98\ub9ac\ub294 \ubaa8\ub378 \uc131\ub2a5\uc744 \ub192\uc774\ub294 \ub370 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc218\ud589\ud558\ub294 \uc804\ucc98\ub9ac \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uacb0\uce21\uce58 \ucc98\ub9ac<\/strong>: \uacb0\uce21\uac12\uc744 \uc81c\uac70\ud558\uac70\ub098 \ud3c9\uade0\uac12\uc73c\ub85c \ub300\uccb4<\/li>\n
\uc815\uaddc\ud654<\/strong>: \ub370\uc774\ud130\uc758 \ubc94\uc704\ub97c 0\uacfc 1 \uc0ac\uc774\ub85c \ubcc0\ud658<\/li>\n
\uc6d0-\ud56b \uc778\ucf54\ub529<\/strong>: \ubc94\uc8fc\ud615 \ubcc0\uc218\ub97c \uc774\uc9c4\ud615\uc73c\ub85c \ubcc0\ud658<\/li>\n
\ucc28\ubd84 \ucc98\ub9ac<\/strong>: \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \uc548\uc815\uc801\uc73c\ub85c \ub9cc\ub4e4\uae30 \uc704\ud574 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95<\/li>\n<\/ul>\n
2.3 \uc785\ub825\uce35 \ucd5c\uc801\ud654<\/h3>\n
\uc785\ub825\uce35\uc758 \uc124\uacc4\ub97c \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc785\ub825 \ubcc0\uc218\uc758 \uc120\ud0dd \ub204\uad6c\uc640 \uae30\ubc95\uc744 \uc2e0\uc911\ud558\uac8c \uacb0\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc785\ub825 \ubcc0\uc218\uac00 \ub108\ubb34 \ub9ce\uc73c\uba74 \uc624\ud788\ub824 \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud574:<\/p>\n
\n
\ud53c\ucc98 \uc120\ud0dd<\/strong>: \uc911\uc694\ub3c4\uac00 \ub0ae\uc740 \ubcc0\uc218\ub97c \uc81c\uac70<\/li>\n
\ucc28\uc6d0 \ucd95\uc18c<\/strong>: PCA \uac19\uc740 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucc28\uc6d0\uc744 \ucd95\uc18c<\/li>\n<\/ul>\n
3. \uc2e0\uacbd\ub9dd\uc758 \uc785\ub825\uce35 \uad6c\uc870<\/h2>\n
\uc2e0\uacbd\ub9dd \ubaa8\ub378\uc5d0\uc11c \uc785\ub825\uce35\uc740 \ub178\ub4dc\uc758 \uc218\uc640 \uad6c\uc870\uac00 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uac01 \ub178\ub4dc\ub294 \ud558\ub098\uc758 \uc785\ub825 \ud2b9\uc131\uc744 \ub098\ud0c0\ub0b4\uba70, \ub178\ub4dc\uc758 \uc218\ub294 \uc785\ub825 \ub370\uc774\ud130\uc758 \ucc28\uc6d0 \uc218\uc640 \uc77c\uce58\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
3.1 \uc785\ub825\uce35 \ub178\ub4dc \uc218 \uacb0\uc815\ud558\uae30<\/h3>\n
\uc785\ub825\uce35\uc758 \ub178\ub4dc \uc218\ub294 \uc0ac\uc6a9\ub418\ub294 \uc785\ub825 \ub370\uc774\ud130\uc5d0 \uc758\ud574 \uacb0\uc815\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, 10\uac1c\uc758 \ud2b9\uc131\uc744 \uac00\uc9c4 \ub370\uc774\ud130\uc14b\uc774\ub77c\uba74 \uc785\ub825\uce35\uc758 \ub178\ub4dc \uc218\ub294 10\uc774\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
3.2 \uc785\ub825\uce35\uacfc \ub808\uc774\uc5b4 \uc5f0\uacb0<\/h3>\n
\uc785\ub825\uce35\uc740 \ubc18\ub4dc\uc2dc \uc228\uaca8\uc9c4 \ub808\uc774\uc5b4\uc640 \uc5f0\uacb0\ub418\uc5b4\uc57c \ud558\uba70, \uc77c\ubc18\uc801\uc73c\ub85c \ud65c\uc131\ud654 \ud568\uc218\uc640 \ud568\uaed8 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ud65c\uc131\ud654 \ud568\uc218\ub294 ReLU (Rectified Linear Unit)\uc785\ub2c8\ub2e4. ReLU\ub294 \uc591\uc758 \uac12\uc740 \uadf8\ub300\ub85c \ub450\uace0 \uc74c\uc758 \uac12\uc740 0\uc73c\ub85c \ubcc0\ud658\ud558\uc5ec \ube44\uc120\ud615\uc131\uc744 \ucd94\uac00\ud569\ub2c8\ub2e4.<\/p>\n
3.3 \ud150\uc11c\ud50c\ub85c\uc6b0\ub97c \uc0ac\uc6a9\ud55c \uc785\ub825\uce35 \uad6c\ud604 \uc608\uc2dc<\/h3>\n
\ud30c\uc774\uc36c\uc758 TensorFlow<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc785\ub825\uce35\uc744 \uad6c\ud604\ud558\ub294 \uc608\uc2dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\nimport tensorflow as tf\n\n# \uc785\ub825 \ub178\ub4dc \uc218\ninput_nodes = 10\n\n# \uc785\ub825 \ub808\uc774\uc5b4 \uc815\uc758\nmodel = tf.keras.models.Sequential()\nmodel.add(tf.keras.layers.InputLayer(input_shape=(input_nodes,)))\n<\/pre>\n4. \uc2e4\uc804 \uc608\uc81c: \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21<\/h2>\n\uc774\uc81c \uc785\ub825\uce35\uc758 \uac1c\ub150\uc744 \uc774\ud574\ud588\uc73c\ub2c8, \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uc2e4\uc804 \uc608\uc81c\ub97c \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc785\ub825\uce35\uc744 \uc124\uc815\ud558\uace0 \ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac\ud55c \ud6c4, \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \uc804\uccb4 \uacfc\uc815\uc744 \ubcf4\uc5ec\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n 4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n\uc608\uce21\ud560 \uc8fc\uc2dd\uc758 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc774 \uccab \ubc88\uc9f8 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc8fc\ub85c Yahoo Finance \ub610\ub294 Quandl API\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n\nimport pandas as pd\n\n# \ub370\uc774\ud130\ub85c\ub4dc\ndata = pd.read_csv('stock_data.csv')\n\n# \uacb0\uce21\uac12 \uc81c\uac70\ndata = data.dropna()\n\n# \uac00\uaca9\uacfc \uac70\ub798\ub7c9 \uc815\uaddc\ud654\ndata['Price'] = (data['Price'] - data['Price'].mean()) \/ data['Price'].std()\ndata['Volume'] = (data['Volume'] - data['Volume'].mean()) \/ data['Volume'].std()\n<\/pre>\n4.3 \uc785\ub825\uce35 \ubc0f \ubaa8\ub378 \uad6c\ucd95<\/h3>\n\n# \uc785\ub825\uce35 \uc815\uc758\ninput_nodes = 2 # \uac00\uaca9, \uac70\ub798\ub7c9\nmodel = tf.keras.models.Sequential()\nmodel.add(tf.keras.layers.InputLayer(input_shape=(input_nodes,)))\nmodel.add(tf.keras.layers.Dense(64, activation='relu'))\nmodel.add(tf.keras.layers.Dense(1)) # \ucd9c\ub825\uce35\n<\/pre>\n4.4 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n\nmodel.compile(optimizer='adam', loss='mean_squared_error')\nmodel.fit(X_train, y_train, epochs=50, batch_size=32)\n<\/pre>\n5. \uacb0\ub860<\/h2>\n\uc785\ub825\uce35\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc5b4\ub5a4 \ub370\uc774\ud130\ub97c \uc785\ub825\ud558\ub294\uc9c0, \uc5b4\ub5bb\uac8c \uc804\ucc98\ub9ac\ud558\ub294\uc9c0\uc5d0 \ub530\ub77c \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \ud06c\uac8c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \ub2e4\uc74c \uc7a5\uc5d0\uc11c\ub294 \ubaa8\ub378 \ud559\uc2b5 \ubc0f \ud3c9\uac00\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n \uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud000\ud2b8 \ub9e4\ub9e4\uc758 \uae30\ucd08\ub97c solid\ud558\uac8c \ub2e4\uc9c0\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \uc55e\uc11c \uc124\uba85\ud55c \ub0b4\uc6a9\uc774 \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \ub370 \uc720\uc6a9\ud55c \uc9c0\uce68\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \uc62c\ubc14\ub978 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud6a8\uacfc\uc801\uc778 \ub370\uc774\ud130 \uc785\ub825\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc785\ub825\uce35\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub85c, \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uc778\uc2dd\ud558\uace0 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uae30\ubc18\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud000\ud2b8\ub9e4\ub9e4\uc5d0\uc11c\uc758 \uc785\ub825\uce35 \uc124\uacc4 \uc6d0\uce59, \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ud615\uc2dd, \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uae30\ubc95 \ub4f1\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uacfc … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc785\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-29257","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, \uc785\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\/29257\/\" \/>\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, \uc785\ub825\uce35 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc62c\ubc14\ub978 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud6a8\uacfc\uc801\uc778 \ub370\uc774\ud130 \uc785\ub825\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc785\ub825\uce35\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub85c, \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uc778\uc2dd\ud558\uace0 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uae30\ubc18\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud000\ud2b8\ub9e4\ub9e4\uc5d0\uc11c\uc758 \uc785\ub825\uce35 \uc124\uacc4 \uc6d0\uce59, \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ud615\uc2dd, \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uae30\ubc95 \ub4f1\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. 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