\ub514\ucf54\ub354:<\/strong> \uc800\ucc28\uc6d0 \ud45c\ud604(z)\uc744 \ub2e4\uc2dc \uc6d0\ubcf8 \ub370\uc774\ud130\ub85c \ubcf5\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n2.2 \ud76c\uc18c\uc131 \uc81c\uc57d \uc870\uac74\uc774\ub780?<\/h3>\n
\ud76c\uc18c\uc131 \uc81c\uc57d \uc870\uac74\uc740 \ubaa8\ub378\uc774 \uc120\ud0dd\ub41c \ud2b9\uc131\ub9cc\uc744 \uac15\uc870\ud560 \uc218 \uc788\ub3c4\ub85d \uc81c\ud55c\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc758 \ud574\uc11d \uac00\ub2a5\uc131\uc744 \ub192\uc774\uace0, \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc7ac\ubb34 \ub370\uc774\ud130\uc5d0\uc11c\ub294 \uc911\uc694\ud55c \ubcc0\uc218\ub97c \uc120\ud0dd\ud558\uace0, \ubd88\ud544\uc694\ud55c \ub178\uc774\uc988\ub97c \uc81c\uac70\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n
3. \uc21c\uc804\ud30c \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uc124\uacc4<\/h2>\n
\uc21c\uc804\ud30c \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc785\ub825 \ub370\uc774\ud130\uc758 \uc21c\uc804\ud30c \ucc98\ub9ac \ubc29\uc2dd\uc73c\ub85c \ud559\uc2b5\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ubaa8\ub378\uc758 \uc124\uacc4 \ubc0f \uad6c\ud604\uc744 \ub2e8\uacc4\uc801\uc73c\ub85c \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
3.1 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\ubaa8\ub378\uc774 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc801\uc808\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc8fc\uc2dd \uac00\uaca9, \uac70\ub798\ub7c9, \uae30\uc220\uc801 \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud55c \ud6c4, \uacb0\uce21\uac12\uc744 \ucc98\ub9ac\ud558\uace0 \uc815\uaddc\ud654 \uc791\uc5c5\uc744 \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
3.2 \ubaa8\ub378 \uad6c\ucd95<\/h3>\n
\uc21c\uc804\ud30c \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc740\ub2c9\uce35\uc758 \ub274\ub7f0 \uc218\ub294 \ubaa8\ub378\uc758 \ubcf5\uc7a1\ub3c4\ub97c \uc870\uc808\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\uc785\ub2c8\ub2e4. Python\uacfc TensorFlow\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \ubaa8\ub378\uc744 \uad6c\ucd95\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
\n \n import tensorflow as tf\n from tensorflow.keras import layers, models\n\n input_dim = 100 # \uc785\ub825 \ub370\uc774\ud130\uc758 \ucc28\uc6d0\n encoding_dim = 32 # \uc800\ucc28\uc6d0 \ud45c\ud604\uc758 \ucc28\uc6d0\n\n input_layer = layers.Input(shape=(input_dim,))\n encoded = layers.Dense(encoding_dim, activation='relu', activity_regularizer=tf.keras.regularizers.l1(0.01))(input_layer)\n decoded = layers.Dense(input_dim, activation='sigmoid')(encoded)\n\n autoencoder = models.Model(input_layer, decoded)\n autoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n <\/code>\n <\/pre>\n3.3 \ud559\uc2b5 \ubc0f \uac80\uc99d<\/h3>\n
\ubaa8\ub378 \ud559\uc2b5\uc5d0\ub294 \ud6c8\ub828\uacfc \uac80\uc99d \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uba70, \uc801\uc808\ud55c \uc5d0\ud3ec\ud06c\uc640 \ubc30\uce58 \ud06c\uae30 \uc124\uc815\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub809\uade4\ub7ec\uc774\uc81c\uc774\uc158 \uae30\ubc95\uc744 \ud1b5\ud574 \ud76c\uc18c\uc131\uc744 \ub192\uc774\uba74\uc11c \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/p>\n
4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc758 \uc751\uc6a9<\/h2>\n
\uad6c\ucd95\ud55c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/h3>\n
\uc0dd\uc131\ub41c \uc800\ucc28\uc6d0 \ud45c\ud604\uc744 \ubd84\uc11d\ud558\uc5ec \uc790\uc0b0 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ud30c\uc545\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.2 \uac70\ub798 \uc2e0\ud638 \uc0dd\uc131<\/h3>\n
\uc624\ud1a0\uc778\ucf54\ub354\uc758 \ubcf5\uc6d0 \uc624\ucc28\ub97c \uae30\ubc18\uc73c\ub85c \uac70\ub798 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc870\uac74\uc744 \ub9cc\uc871\ud560 \uacbd\uc6b0 \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \ubc1c\uc1a1\ud558\ub3c4\ub85d \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uae08\uc735 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub0a0\ub85c \ubc1c\uc804\ud558\uace0 \uc788\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4. \ud76c\uc18c\uc131 \uc81c\uc57d \uc870\uac74\uc774 \uc788\ub294 \uc21c\uc804\ud30c \uc624\ud1a0\uc778\ucf54\ub354\ub294 \ub370\uc774\ud130\uc758 \uc8fc\uc694 \ud2b9\uc131\uc744 \uac15\uc870\ud558\uba70, \ud574\uc11d \uac00\ub2a5\ud558\uace0 \uc548\uc815\uc801\uc778 \ubaa8\ub378 \uad6c\ucd95\uc5d0 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n
6. \ucc38\uace0\uc790\ub8cc<\/h2>\n
\ud559\uc2b5 \ubc0f \uc5f0\uad6c\ub97c \uc704\ud55c \ucd94\uac00 \uc790\ub8cc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
\n- Goodfellow, I., Bengio, Y., & Courville, A. (2016). Deep Learning. MIT Press.<\/li>\n
- Geron, A. (2019). Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow. O’Reilly Media.<\/li>\n
- \ub9c1\ud06c: \uad00\ub828 \uc5f0\uad6c \ub17c\ubb38 \ubc0f \uae30\uc0ac\ub4e4<\/li>\n<\/ul>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc740 \ubcf5\uc7a1\ud558\uace0 \ubd88\ud655\uc2e4\ud55c \uc694\uc18c\ub4e4\ub85c \uac00\ub4dd \ucc28 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud658\uacbd \uc18d\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc218\ub9ce\uc740 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ubc14\ud0d5\uc73c\ub85c \uc21c\ubc1c\ub825 \uc788\uac8c \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uacb0\ud569\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uac1c\ubc1c\uacfc \ucd5c\uc801\ud654\uac00 \ud55c\uce35 \uc6a9\uc774\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \ubaa8\ub378 \uc911\uc5d0\uc11c \ud76c\uc18c\uc131 \uc81c\uc57d \uc870\uac74\uc774 \uc801\uc6a9\ub41c \uc21c\uc804\ud30c \uc624\ud1a0\uc778\ucf54\ub354(Feedforward Autoencoder)\uc5d0 \ub300\ud574 \uae4a\uc774 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud76c\uc18c\uc131 \uc81c\uc57d \uc870\uac74\uc774 \uc788\ub294 \uc21c\uc804\ud30c \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-29493","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, \ud76c\uc18c\uc131 \uc81c\uc57d \uc870\uac74\uc774 \uc788\ub294 \uc21c\uc804\ud30c \uc624\ud1a0\uc778\ucf54\ub354 - 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