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\ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \uc131\ub2a5\uacfc \uc720\uc5f0\uc131\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5, \uadf8\ub9ac\uace0 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\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

\ud604\ub300\uc758 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc911\uc694\uc131\uc774 \uc810\uc810 \ub354 \ucee4\uc9c0\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\uc740 \uc774\ub7ec\ud55c \ubd84\uc11d\uc744 \uc218\ud589\ud558\ub294 \ub370 \ub9ce\uc740 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ud2b9\ud788, \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354(Conditional Autoencoder)\ub294 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uac70\ub798 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uc6d0\ub9ac, \uad6c\ud604 \ubc29\ubc95, \uadf8\ub9ac\uace0 \uc2e4\uc81c \ud65c\uc6a9 \uc0ac\ub840\uae4c\uc9c0 \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 AI(\uc778\uacf5\uc9c0\ub2a5)\uc758 \ud558\uc704 \ubd84\uc57c\ub85c, \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud574 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0, \uc774 \ubaa8\ub378\uc744 \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0\uc11c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354\uc6b1 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n

\uc9c0\ub3c4 \ud559\uc2b5<\/strong>: \uc785\ub825 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc815\ub2f5(label)\uc744 \uc54c\uace0 \uc788\uc744 \ub54c, \uc774\ub97c \ud559\uc2b5\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5<\/strong>: \uc815\ub2f5\uc774 \uc5c6\ub294 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc774\ub098 \uad70\uc9d1\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n

\uac15\ud654 \ud559\uc2b5<\/strong>: \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n
\n
\uc778\uacf5\uc2e0\uacbd\ub9dd<\/strong>: \uc778\uac04\uc758 \ub1cc \uad6c\uc870\ub97c \ubaa8\ubc29\ud558\uc5ec \ub9cc\ub4e0 \uacc4\uc0b0 \ubaa8\ub378\ub85c, \uc5ec\ub7ec \uce35(layer)\uc73c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ucee8\ubcfc\ub8e8\uc158 \uc2e0\uacbd\ub9dd(CNN)<\/strong>: \uc8fc\ub85c \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \uc0ac\uc6a9\ub418\uba70, \ud328\ud134 \uc778\uc2dd\uc744 \uc798 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)<\/strong>: \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc640 \uac19\uc740 \uc5f0\uc18d\uc801\uc778 \ub370\uc774\ud130\uc758 \ud559\uc2b5\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uac1c\ub150<\/h2>\n
\uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \ud655\uc7a5\ud310\uc73c\ub85c, \ud2b9\uc815 \uc870\uac74\uc5d0 \ub530\ub77c \uc785\ub825 \ub370\uc774\ud130\ub97c \uc778\ucf54\ub529\ud558\uace0 \ub514\ucf54\ub529\ud558\ub294 \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc785\ub825 \ub370\uc774\ud130\uc758 \ud2b9\uc9d5\uc744 \uc555\ucd95\ud558\uc5ec \uc800\ucc28\uc6d0 \ud45c\ud604\uc744 \ub9cc\ub4e4\uace0 \uc6d0\ubcf8 \ub370\uc774\ud130\ub97c \ubcf5\uc6d0\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uc9c0\ub9cc, \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \ud2b9\uc815 \uc870\uac74(\ub610\ub294 \ub808\uc774\ube14)\uc744 \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \uc6d0\ud558\ub294 \ucd9c\ub825\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4.<\/p>\n
2.1 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h3>\n
\uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc785\ub825 \ub370\uc774\ud130\ub97c \uc740\ub2c9\uce35\uc744 \ud1b5\ud574 \uc800\ucc28\uc6d0\uc73c\ub85c \uc555\ucd95\ud55c \ub4a4, \ub2e4\uc2dc \ucd9c\ub825\uce35\uc5d0\uc11c \uc6d0\ubcf8 \ub370\uc774\ud130\ub97c \ubcf5\uc6d0\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc785\ub825\uacfc \ucd9c\ub825 \uac04\uc758 \ucc28\uc774\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ub124\ud2b8\uc6cc\ud06c\uac00 \ud559\uc2b5\ub429\ub2c8\ub2e4.<\/p>\n
2.2 \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h3>\n
\uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc77c\ubc18 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uad6c\uc870\uc5d0 \uc870\uac74\uc744 \ucd94\uac00\ud558\uc5ec \uc785\ub825 \ub370\uc774\ud130\uc640 \uc870\uac74\uc744 \uacb0\ud569\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud2b9\uc815 \uc870\uac74\uc5d0 \uae30\ubc18\ud55c \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\uac70\ub098 \ubcc0\ud615\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00 \ub370\uc774\ud130\uc640 \ud2b9\uc815 \uacbd\uc81c \uc9c0\ud45c\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc544, \ud574\ub2f9 \uc870\uac74\uc5d0 \ub9de\ub294 \uc8fc\uac00 \uc608\uce21 \uac12\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uc7a5\uc810<\/h2>\n
\n
\ub370\uc774\ud130 \uc0dd\uc131 \ub2a5\ub825<\/strong>: \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc8fc\uc5b4\uc9c4 \uc870\uac74\uc5d0 \ub9de\ub294 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc5b4, \ub370\uc774\ud130 \ubcf4\uac15(data augmentation)\uc774\ub098 \uc0c8\ub85c\uc6b4 \uc2dc\uc7a5 \uc2dc\ub098\ub9ac\uc624\ub97c \uc2dc\ubbac\ub808\uc774\uc158\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
\ube44\uad50\uc801 \uac04\ub2e8\ud55c \uad6c\uc870<\/strong>: \uae30\uc874\uc758 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc5d0 \ube44\ud574 \uac04\ub2e8\ud55c \uad6c\uc870\ub85c\ub3c4 \ub2e4\uc591\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ub2e4\uc591\ud55c \uc751\uc6a9 \uac00\ub2a5\uc131<\/strong>: \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c \uc678\uc5d0\ub3c4 \uc774\ubbf8\uc9c0 \uc0dd\uc131, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4. \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354 \uad6c\ud604\ud558\uae30<\/h2>\n
\uc774\uc81c \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \uc5b4\ub5bb\uac8c \uad6c\ud604\ud560 \uc218 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. Python\uacfc TensorFlow \ub610\ub294 PyTorch \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc608\uc81c\ub97c \ub9cc\ub4e4\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \ub370\uc774\ud130 \uc900\ube44<\/h3>\n
\uc8fc\uc2dd \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. Yahoo Finance API\ub098 Alpha Vantage API\uc640 \uac19\uc740 \ubb34\ub8cc \ub370\uc774\ud130 \uc81c\uacf5 \uc11c\ube44\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub54c, \uc8fc\uac00, \uac70\ub798\ub7c9 \ub4f1\uc758 \uae30\ubcf8 \uc9c0\ud45c\ub97c \ud3ec\ud568\ud558\ub294 \ub370\uc774\ud130\uc14b\uc744 \uc900\ube44\ud569\ub2c8\ub2e4.<\/p>\n
4.2 \ubaa8\ub378 \uc124\uacc4<\/h3>\n
\uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \uc124\uacc4\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 TensorFlow\ub97c \uc0ac\uc6a9\ud55c \uac04\ub2e8\ud55c \uad6c\ud604 \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/p>\n
from tensorflow import keras\nfrom tensorflow.keras import layers\n\n# \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354 \ubaa8\ub378 \uc815\uc758\ndef build_conditional_autoencoder(input_shape, condition_shape):\n # \uc785\ub825\uce35\n inputs = layers.Input(shape=input_shape) # \uc8fc\uc2dd \ub370\uc774\ud130 \uc785\ub825\n conditions = layers.Input(shape=condition_shape) # \uc870\uac74 \uc785\ub825\n\n # \uc778\ucf54\ub354\n merged = layers.concatenate([inputs, conditions])\n encoded = layers.Dense(64, activation='relu')(merged)\n\n # \ub514\ucf54\ub354\n decoded = layers.Dense(input_shape[0], activation='sigmoid')(encoded)\n\n # \ubaa8\ub378 \uc815\uc758\n autoencoder = keras.Model(inputs=[inputs, conditions], outputs=decoded)\n return autoencoder\n\n# \ubaa8\ub378 \ucef4\ud30c\uc77c\nautoencoder = build_conditional_autoencoder((10,), (2,))\nautoencoder.compile(optimizer='adam', loss='mse')\n<\/code><\/pre>\n4.3 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n\ud6c8\ub828 \ub370\uc774\ud130\uc640 \uc870\uac74\uc744 \uc900\ube44\ud55c \ud6c4, \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n # \ud6c8\ub828 \ub370\uc774\ud130 \uc900\ube44 (\uac00\uc0c1\uc758 \ub370\uc774\ud130 \uc0ac\uc6a9)\nimport numpy as np\n\nX_train = np.random.rand(1000, 10) # 1000\uac1c\uc758 \uc8fc\uc2dd \ub370\uc774\ud130 \uc0d8\ud50c\nC_train = np.random.rand(1000, 2) # 1000\uac1c\uc758 \uc870\uac74 \ubca1\ud130\n\n# \ubaa8\ub378 \ud6c8\ub828\nautoencoder.fit([X_train, C_train], X_train, epochs=50, batch_size=32, validation_split=0.2)\n<\/code><\/pre>\n4.4 \uc608\uce21 \uc218\ud589<\/h3>\n\ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc870\uac74\uc5d0 \uae30\ubc18\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n # \uc608\uce21 \uc218\ud589\nX_test = np.random.rand(100, 10) # 100\uac1c\uc758 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \uc0d8\ud50c\nC_test = np.array([[1, 0]] * 100) # \uc870\uac74 \ubca1\ud130\n\npredictions = autoencoder.predict([X_test, C_test])\n<\/code><\/pre>\n5. \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \ud65c\uc6a9 \uc0ac\ub840<\/h2>\n\uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \ud2b9\ud788 \uae08\uc735 \ubd84\uc57c\uc5d0\uc11c \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 5.1 \uc8fc\uc2dd \uc2dc\uc7a5 \uc608\uce21<\/h3>\n\uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc8fc\uc2dd\uc758 \uacfc\uac70 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc5ec, \ud2b9\uc815 \uc870\uac74(\uc608: \uacbd\uc81c \uc9c0\ud45c, \ud2b9\uc815 \uc774\ubca4\ud2b8 \ubc1c\uc0dd \ub4f1)\uc744 \uae30\ubc18\uc73c\ub85c \ubbf8\ub798 \uc8fc\uac00\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc911\uc559\uc740\ud589\uc758 \uae08\ub9ac \uc815\ucc45 \ubc1c\ud45c\uac00 \uc8fc\uc2dd \uc2dc\uc7a5\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 5.2 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/h3>\n\uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uc790\uc0b0\uc758 \uacfc\uac70 \uc218\uc775\ub960\uacfc \ubcc0\ub3d9\uc131\uc744 \ubd84\uc11d\ud558\uace0, \ud2b9\uc815 \uc704\ud5d8 \uc218\uc900\uc744 \ud0c0\uac9f\uc73c\ub85c \ud558\ub294 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub9ac\uc2a4\ud06c\ub97c \uc904\uc774\uba74\uc11c \ucd5c\ub300\uc758 \uc218\uc775\uc744 \uae30\ub300\ud560 \uc218 \uc788\ub294 \ud22c\uc790 \uc804\ub7b5\uc744 \ub9c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 5.3 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c<\/h3>\n\uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac\uc7a1\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\uc815 \ud2b8\ub808\uc774\ub529 \uaddc\uce59\uc774\ub098 \uc870\uac74\uc5d0 \ub9de\ucdb0 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uace0, \uc774\ub7ec\ud55c \uc2e0\ud638\ub97c \uae30\ubc18\uc73c\ub85c \uc790\ub3d9 \ub9e4\ub9e4\ub97c \uc9c4\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 6. \uacb0\ub860<\/h2>\n\uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uae08\uc735 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\uc131\uc744 \uc774\ud574\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \ud5a5\ud6c4 \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\uc640 \uac19\uc740 \ubaa8\ub378\ub4e4\uc774 \ub354\uc6b1 \ubc1c\uc804\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4. <\/p>\n \ucc38\uace0 \ubb38\ud5cc<\/h2>\n\nGoodfellow, Ian, et al. Deep Learning. MIT Press, 2016.<\/li>\n Elman, Jeffrey L. “Finding Structure in Time.” Cognitive Science 14.2 (1990): 179-211.<\/li>\n Simon, J. J., & Warden, A. (2020). Introductory Time Series with R: When Data Meets Theory.<\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \ud604\ub300\uc758 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc911\uc694\uc131\uc774 \uc810\uc810 \ub354 \ucee4\uc9c0\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\uc740 \uc774\ub7ec\ud55c \ubd84\uc11d\uc744 \uc218\ud589\ud558\ub294 \ub370 \ub9ce\uc740 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ud2b9\ud788, \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354(Conditional Autoencoder)\ub294 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uac70\ub798 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uc6d0\ub9ac, \uad6c\ud604 \ubc29\ubc95, \uadf8\ub9ac\uace0 \uc2e4\uc81c \ud65c\uc6a9 \uc0ac\ub840\uae4c\uc9c0 \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac70\ub798\ub97c \uc704\ud55c \uc870\uac74\ubd80 \uc624\ud1a0\uc778\ucf54\ub354”<\/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-28803","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, \uac70\ub798\ub97c \uc704\ud55c \uc870\uac74\ubd80 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