{"id":29367,"date":"2024-10-27T16:18:05","date_gmt":"2024-10-27T16:18:05","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29367"},"modified":"2024-11-26T06:52:54","modified_gmt":"2024-11-26T06:52:54","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-%ed%85%90%ec%84%9c%eb%b3%b4%eb%93%9c-%ec%82%ac","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29367\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud150\uc11c\ubcf4\ub4dc \uc0ac\uc6a9\ubc95"},"content":{"rendered":"

<\/p>\n

\n \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc810\uc810 \ub354 \uc790\uc8fc \uc0ac\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uc774\ub294 \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804 \ub355\ubd84\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \uc2dc\uc7a5\uc758 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ucd5c\uc801\uc758 \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uace0, \ud150\uc11c\ubcf4\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \ud559\uc2b5 \uacfc\uc815\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4.\n <\/p>\n

1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574<\/h2>\n

\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uac70\ub798 \ub85c\uc9c1\uc744 \ucf54\ub4dc\ud654\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc8fc\uac00, \uac70\ub798\ub7c9, \ub274\uc2a4 \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc2e0\ub8b0\uc131 \uc788\ub294 \uc608\uce21\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774<\/h3>\n

\n \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \ub2e4\uce35 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc640 \ucef4\ud4e8\ud305 \uc790\uc6d0\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uac15\ub825\ud569\ub2c8\ub2e4.\n <\/p>\n

2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \uc120\ud0dd<\/h2>\n

\n \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \uc874\uc7ac\ud558\uc9c0\ub9cc, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\ud569\ud55c \uc54c\uace0\ub9ac\uc998 \uba87 \uac00\uc9c0\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.\n <\/p>\n

2.1 \ud68c\uadc0 \ubd84\uc11d<\/h3>\n

\n \ud68c\uadc0 \ubd84\uc11d\uc740 \uc885\uc18d \ubcc0\uc218\uc640 \ud558\ub098 \uc774\uc0c1\uc758 \ub3c5\ub9bd \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc8fc\uac00 \uc608\uce21\uc5d0\uc11c \uc8fc\uac00\uac00 \uc5b4\ub5bb\uac8c \ubcc0\ud654\ud560\uc9c0\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.\n <\/p>\n

\nfrom sklearn.linear_model import LinearRegression\n# \ub370\uc774\ud130 \uc124\uc815\nX = ... # \ub3c5\ub9bd \ubcc0\uc218\ny = ... # \uc885\uc18d \ubcc0\uc218\nmodel = LinearRegression()\nmodel.fit(X, y)\n    <\/code><\/pre>\n
2.2 \uc758\uc0ac\uacb0\uc815 \ub098\ubb34<\/h3>\n
\n        \uc758\uc0ac\uacb0\uc815 \ub098\ubb34\ub294 \ub370\uc774\ud130\ub97c \ubd84\ud560\ud558\uc5ec \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \ud2b9\uc131\uc758 \uc911\uc694\ub3c4\ub97c \uc27d\uac8c \uc774\ud574\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\nfrom sklearn.tree import DecisionTreeClassifier\nmodel = DecisionTreeClassifier()\nmodel.fit(X_train, y_train)\n    <\/code><\/pre>\n
2.3 LSTM (\uc7a5\ub2e8\uae30 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c)<\/h3>\n
\n        LSTM\uc740 \uc21c\ucc28\uc801 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\ub825\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uc2dc\uacc4\uc5f4\ub85c \ub2e4\ub8e8\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.\n    <\/p>\n
\nfrom keras.models import Sequential\nfrom keras.layers import LSTM, Dense\nmodel = Sequential()\nmodel.add(LSTM(50, return_sequences=True, input_shape=(time_steps, features)))\nmodel.add(LSTM(50))\nmodel.add(Dense(1))\nmodel.compile(loss='mean_squared_error', optimizer='adam')\n    <\/code><\/pre>\n
3. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h2>\n
\n        \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc8fc\uc2dd \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uc7ac\ubb34 \ub370\uc774\ud130 \ub4f1\uc744 \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud30c\uc774\uc36c\uc758 \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud558\uba74 \uc190\uc27d\uac8c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
3.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\n        \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ubc29\ubc95 \uc911 \ud558\ub098\ub294 Yahoo Finance API\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc758 \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\nimport yfinance as yf\ndata = yf.download(\"AAPL\", start=\"2020-01-01\", end=\"2022-01-01\")\n    <\/code><\/pre>\n
3.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\n        \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \ubaa8\ub378\uc5d0 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \uc804\ucc98\ub9ac\ub97c \ud574\uc57c \ud569\ub2c8\ub2e4. \uacb0\uce21\uce58 \ucc98\ub9ac, \uc815\uaddc\ud654, \ud2b9\uc9d5 \uc120\ud0dd \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.\n    <\/p>\n
4. \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ud3c9\uac00<\/h2>\n
\n        \uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4. \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uc5ec \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud574\uc57c \ud569\ub2c8\ub2e4.\n    <\/p>\n
4.1 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n
\n        \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc704\ud574\uc11c\ub294 \ud559\uc2b5 \ub370\uc774\ud130\uc640 \uc2dc\ud5d8 \ub370\uc774\ud130\ub85c \ubd84\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc758 \ucf54\ub4dc\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc14b\uc744 \uc27d\uac8c \ubd84\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\nfrom sklearn.model_selection import train_test_split\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n    <\/code><\/pre>\n
4.2 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n
\n        \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc591\ud569\ub2c8\ub2e4. \uc8fc\ub85c RMSE, MAE \ub4f1\uc758 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \uce21\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\nfrom sklearn.metrics import mean_squared_error\ny_pred = model.predict(X_test)\nrmse = mean_squared_error(y_test, y_pred, squared=False)\n    <\/code><\/pre>\n
5. \ud150\uc11c\ubcf4\ub4dc \uc0ac\uc6a9\ubc95<\/h2>\n
\n        \ud150\uc11c\ubcf4\ub4dc\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud559\uc2b5 \uacfc\uc815\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ubaa8\ub378 \ud6c8\ub828 \uc911 \uc190\uc2e4\uac12\uacfc \uc815\ud655\ub3c4 \ub4f1\uc758 \ubcc0\ud654\ub97c \uc27d\uac8c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
5.1 \ud150\uc11c\ubcf4\ub4dc \uc124\uce58<\/h3>\n
\n        \ud150\uc11c\ubcf4\ub4dc\ub294 TensorFlow \ud328\ud0a4\uc9c0\uc5d0 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\npip install tensorflow\n    <\/code><\/pre>\n
5.2 \ud150\uc11c\ubcf4\ub4dc \uc0ac\uc6a9 \uc608\uc81c<\/h3>\n
\n        \ubaa8\ub378 \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \ud150\uc11c\ubcf4\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\nfrom tensorflow.keras.callbacks import TensorBoard\ntensorboard = TensorBoard(log_dir='.\/logs')\nmodel.fit(X_train, y_train, epochs=10, callbacks=[tensorboard])\n    <\/code><\/pre>\n
\n        \ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ud6c4 \ud130\ubbf8\ub110\uc5d0\uc11c \ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc2e4\ud589\ud558\uc5ec \ud150\uc11c\ubcf4\ub4dc\ub97c \uc2dc\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\ntensorboard --logdir=.\/logs\n    <\/code><\/pre>\n
\uacb0\ub860<\/h2>\n
\n        \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \ud150\uc11c\ubcf4\ub4dc\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c \ud1b5\ud574 \ubaa8\ub378\uc744 \uc2dc\uac01\ud654\ud558\uace0 \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uc5b4 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\ub825\uc744 \ub192\uc774\uace0, \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc744 \uc774\ub8e8\uae38 \ubc14\ub78d\ub2c8\ub2e4.\n    <\/p>\n
\n        \ubcf8 \uac15\uc88c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ub354 \uae4a\uc774 \uc788\ub294 \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n    <\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc810\uc810 \ub354 \uc790\uc8fc \uc0ac\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uc774\ub294 \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804 \ub355\ubd84\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \uc2dc\uc7a5\uc758 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ucd5c\uc801\uc758 \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uace0, \ud150\uc11c\ubcf4\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \ud559\uc2b5 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