{"id":29211,"date":"2024-10-27T16:17:18","date_gmt":"2024-10-27T16:17:18","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29211"},"modified":"2024-11-26T06:53:37","modified_gmt":"2024-11-26T06:53:37","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ec%98%a4%ed%86%a0%ec%9d%b8%ec%bd%94%eb%8d%94","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29211\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc624\ud1a0\uc778\ucf54\ub354 \ub178\uc774\uc988 \uc81c\uac70"},"content":{"rendered":"

<\/p>\n

1. \uc11c\ub860<\/h2>\n

\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \ud3ed\ubc1c\uc801\uc778 \uc131\uc7a5\uc744 \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc2dc\uc2a4\ud15c\uc774 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud2b9\ud788 \uc624\ud1a0\uc778\ucf54\ub354<\/strong>\ub97c \ud1b5\ud574 \ub178\uc774\uc988 \uc81c\uac70 \uae30\ubc95\uc744 \ub2e4\ub8f0 \uc608\uc815\uc785\ub2c8\ub2e4.<\/p>\n

2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n

2.1 \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780?<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubc0f \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ud1b5\uacc4\ud559\uc801 \ubc29\ubc95\uc5d0 \uae30\ubc18\ud558\uba70, \uc9c0\ub3c4\ud559\uc2b5, \ube44\uc9c0\ub3c4\ud559\uc2b5, \uac15\ud654\ud559\uc2b5 \ub4f1 \ub2e4\uc591\ud55c \uc720\ud615\uc758 \ud559\uc2b5 \ubc29\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2.2 \ub525\ub7ec\ub2dd\uc758 \uac1c\ub150<\/h3>\n

\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc5ec\ub7ec \uce35(layer)\uc744 \uac00\uc9c4 \uae4a\uc740 \ub124\ud2b8\uc6cc\ud06c \uad6c\uc870\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc5d0\uc11c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4. \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc131\uacfc\ub97c \ub0b4\uace0 \uc788\uc8e0.<\/p>\n

3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h2>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc790\ub3d9\ud654\ub41c \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc774 \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998(\uaddc\uce59)\uc5d0 \ub530\ub77c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0, \ud22c\uc790 \uacb0\uc815\uc744 \ube60\ub974\uac8c \ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n

3.1 \uc54c\uace0\ub9ac\uc998 \uac1c\ubc1c \uacfc\uc815<\/h3>\n

\uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130 \uc218\uc9d1, \ubaa8\ub378 \uc120\ud0dd, \ud6c8\ub828 \uacfc\uc815, \ubaa8\ub2c8\ud130\ub9c1 \ub4f1\uc744 \ud3ec\ud568\ud55c \uc5ec\ub7ec \ub2e8\uacc4\ub97c \uac70\uce69\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc815\uc740 \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/p>\n

4. \uc624\ud1a0\uc778\ucf54\ub354\ub780?<\/h2>\n

\uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc778\ucf54\ub529\ud558\uc5ec \uc800\ucc28\uc6d0 \ud45c\ud604\uc744 \ud559\uc2b5\ud558\uace0 \uc774\ub97c \ub2e4\uc2dc \ubcf5\uc6d0\ud558\ub294 \ube44\uc9c0\ub3c4 \ud559\uc2b5 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc8fc\ub85c \ub370\uc774\ud130 \uc555\ucd95, \ud2b9\uc131 \ud559\uc2b5, \ub178\uc774\uc988 \uc81c\uac70 \ub4f1\uc758 \uc6a9\ub3c4\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

4.1 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uad6c\uc870<\/h3>\n

\uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc778\ucf54\ub354\uc640 \ub514\ucf54\ub354\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uc778\ucf54\ub354\ub294 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc555\ucd95\ud558\uace0, \ub514\ucf54\ub354\ub294 \uc555\ucd95\ub41c \ub370\uc774\ud130\ub97c \uc6d0\ub798 \ud615\ud0dc\ub85c \ubcf5\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n

4.2 \ub178\uc774\uc988 \uc81c\uac70\ub97c \uc704\ud55c \uc624\ud1a0\uc778\ucf54\ub354 \ud65c\uc6a9<\/h3>\n

\uae08\uc735 \ub370\uc774\ud130\ub294 \uc885\uc885 \ub178\uc774\uc988\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc5b4 \uc774\ub97c \uc81c\uac70\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud65c\uc6a9\ud558\uc5ec \ub178\uc774\uc988\uac00 \ud3ec\ud568\ub41c \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc2dc\ud0a4\uace0, \ubcf5\uc6d0 \uacfc\uc815\uc744 \ud1b5\ud574 \uae68\ub057\ud55c \ub370\uc774\ud130\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

5. \uc624\ud1a0\uc778\ucf54\ub354\ub97c \uc0ac\uc6a9\ud55c \ub178\uc774\uc988 \uc81c\uac70 \ubc29\ubc95\ub860<\/h2>\n

5.1 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n

\ub178\uc774\uc988 \uc81c\uac70\ub97c \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \ud544\uc694\uc5d0 \ub530\ub77c \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

5.2 \ubaa8\ub378 \uad6c\uc131<\/h3>\n
\n    # \ud30c\uc774\uc36c \ucf54\ub4dc \uc608\uc2dc\n    import numpy as np\n    from keras.models import Sequential\n    from keras.layers import Dense, InputLayer\n\n    # \uc624\ud1a0\uc778\ucf54\ub354 \ubaa8\ub378 \uc815\uc758\n    model = Sequential()\n    model.add(InputLayer(input_shape=(input_dim,)))\n    model.add(Dense(encoding_dim, activation='relu'))\n    model.add(Dense(input_dim, activation='sigmoid'))\n    model.compile(optimizer='adam', loss='mean_squared_error')\n    <\/pre>\n
5.3 \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ud3c9\uac00<\/h3>\n
\ubaa8\ub378\uc744 \ud6c8\ub828\ud55c \ud6c4 \ub370\uc774\ud0c0\ub97c \uc785\ub825\ud574 \ud488\uc9c8\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub178\uc774\uc988 \uc81c\uac70 \uc131\ub2a5\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9 \uac70\ub798\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud65c\uc6a9\ud55c \ub178\uc774\uc988 \uc81c\uac70\ub294 \ub354 \uc815\ud655\ud55c \uc608\uce21\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\uc804\uc758 \ubc29\ubc95\ub4e4\uacfc \ube44\uad50\ud574, \uc624\ud1a0\uc778\ucf54\ub354\ub294 \ub354\uc6b1 \ud5a5\uc0c1\ub41c \uc131\ub2a5\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
7. \ucc38\uace0\ubb38\ud5cc<\/h2>\n
1. Ian Goodfellow, Yoshua Bengio, and Aaron Courville, “Deep Learning,” MIT Press, 2016.<\/p>\n
2. Christopher M. Bishop, “Pattern Recognition and Machine Learning,” Springer, 2006.<\/p>\n
3. “Deep Learning for Finance,” ResearchGate<\/a>.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \ud3ed\ubc1c\uc801\uc778 \uc131\uc7a5\uc744 \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc2dc\uc2a4\ud15c\uc774 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud2b9\ud788 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud1b5\ud574 \ub178\uc774\uc988 \uc81c\uac70 \uae30\ubc95\uc744 \ub2e4\ub8f0 \uc608\uc815\uc785\ub2c8\ub2e4. 2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150 2.1 \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780? \uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubc0f \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc624\ud1a0\uc778\ucf54\ub354 \ub178\uc774\uc988 \uc81c\uac70”<\/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-29211","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, \uc624\ud1a0\uc778\ucf54\ub354 \ub178\uc774\uc988 \uc81c\uac70 - 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