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\ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc740 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\ub294 \ub370\uc774\ud130\uc640 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \ud070 \ubcc0\ud654\ub97c \uacaa\uc5c8\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc774\uc81c \ub2e8\uc21c\ud55c \uac70\ub798 \uc804\ub7b5\uc744 \ub118\uc5b4, \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc608\uce21 \ubaa8\ub378\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc6b0\uc704\ub97c \uc810\ud558\ub294 \ubc29\ubc95\uc73c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc2ec\ud654 \uac1c\ub150\uae4c\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uace0, \ub370\uc774\ud130\uc758 \uc911\uc694\uc131\uacfc \uadf8\uac83\uc758 \ud65c\uc6a9 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\uc694<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780, \ud2b9\uc815\ud55c \uaddc\uce59\uc774\ub098 \ud328\ud134\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc740 \uc218\uc775\uc131\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \uc2dc\uc7a5\uc758 \uac00\uaca9\uacfc \uac70\ub798\ub7c9 \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p>\n

1.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud2b9\uc9d5<\/h3>\n

\uc18d\ub3c4: \uc54c\uace0\ub9ac\uc998\uc740 \ucef4\ud4e8\ud130\uc758 \ube60\ub978 \ucc98\ub9ac \ub2a5\ub825\uc744 \uc774\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/li>\n
\ud6a8\uc728\uc131: \uac10\uc815\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\uace0 \uaddc\uce59\uc801\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n

\ub2e4\uc591\ud55c \ub370\uc774\ud130 \ud65c\uc6a9: \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud1b5\ud569\ud558\uc5ec \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n

2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\ub958\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud55c \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/p>\n

2.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc885\ub958<\/h3>\n

\uc9c0\ub3c4 \ud559\uc2b5: \ub808\uc774\ube14\uc774 \uc788\ub294 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5: \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ucc3e\uc544\ub0c5\ub2c8\ub2e4.<\/li>\n

\uac15\ud654 \ud559\uc2b5: \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uc5ec \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n

2.2 \ub525\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uac1c\ub150<\/h3>\n

\uc778\uacf5 \uc2e0\uacbd\ub9dd(ANN): \uc778\uac04\uc758 \ub1cc \uad6c\uc870\ub97c \ubaa8\ubc29\ud55c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.<\/li>\n
\ucee8\ubcfc\ub8e8\uc158 \uc2e0\uacbd\ub9dd(CNN): \uc774\ubbf8\uc9c0\ub098 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud2b9\ud654\ub41c \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/li>\n

\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN): \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud55c \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n

3. \ub370\uc774\ud130\uc758 \uc911\uc694\uc131<\/h2>\n
\ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub370\uc774\ud130\ub294 \ud488\uc9c8, \uc591, \uc18d\ub3c4 \uce21\uba74\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc798 \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub294 \ubaa8\ub378\uc758 \uc608\uce21 \uc131\ub2a5\uc744 \ub192\uc774\uace0, \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc131\uacf5 \ud655\ub960\uc744 \uc99d\uac00\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n

3.1 \ub370\uc774\ud130\uc758 \ud488\uc9c8<\/h3>\n
\ubaa8\ub378\uc774 \ub370\uc774\ud130\uc5d0 \uc758\uc874\ud558\uae30 \ub54c\ubb38\uc5d0, \uc2e0\ub8b0\ud560 \uc218 \uc788\uace0 \uc815\ud655\ud55c \ub370\uc774\ud130\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc790\ub8cc\uac00 \ubd88\uc644\uc804\ud558\uac70\ub098 \uc65c\uace1\ub418\uba74, \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

3.2 \ub370\uc774\ud130\uc758 \uc591<\/h3>\n
\uc591\uc9c8\uc758 \ub300\ub7c9 \ub370\uc774\ud130\ub294 \ubaa8\ub378\ub9c1\uacfc \ud559\uc2b5 \uacfc\uc815\uc5d0 \uc788\uc5b4 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub370\uc774\ud130\uac00 \ub9ce\uc744\uc218\ub85d \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc608\uce21 \uc815\ud655\ub3c4\uac00 \ub192\uc544\uc9d1\ub2c8\ub2e4.<\/p>\n

3.3 \ub370\uc774\ud130\uc758 \ub2e4\uc591\uc131<\/h3>\n
\uc8fc\uc2dd \uac00\uaca9 \ub370\uc774\ud130\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uacbd\uc81c \uc9c0\ud45c, \ub274\uc2a4, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub4f1\uc758 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud65c\uc6a9\ud558\ub294 \uac83\uc774 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc774 \ub354 \ub9ce\uc740 \ubcc0\uc218\ub97c \ud559\uc2b5\ud558\uace0, \uc608\uce21\uc758 \uc815\ud655\uc131\uc744 \ub192\uc774\ub294\ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n

4. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h2>\n
\uac15\ub825\ud55c \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud574\uc11c\ub294 \uccb4\uacc4\uc801\uc778 \ub370\uc774\ud130 \uc218\uc9d1\uacfc \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n

4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n

\ub370\uc774\ud130 \uc218\uc9d1\uc740 \uc6f9 \uc2a4\ud06c\ub798\ud551, API \uc774\uc6a9, \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ucffc\ub9ac \ub4f1\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

import pandas as pd\n\n# \uc608\uc2dc: API\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \uc218\uc9d1\ud558\uae30\n# \uc54c\ud30c\ubca4\ud2f0\uc9c0 API\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uc2dd \ub370\uc774\ud130 \uc218\uc9d1\nimport requests\n\nurl = \"https:\/\/www.alphavantage.co\/query\"\nparams = {\n    \"function\": \"TIME_SERIES_DAILY\",\n    \"symbol\": \"AAPL\",\n    \"apikey\": \"YOUR_API_KEY\"\n}\n\nresponse = requests.get(url, params=params)\ndata = response.json()\n<\/code><\/pre>\n4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n\uc804\ucc98\ub9ac\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \ud544\uc218 \uacfc\uc815\uc785\ub2c8\ub2e4. \uacb0\uce21\uce58 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70, \uc815\uaddc\ud654 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n
import numpy as np\n\n# \uacb0\uce21\uce58 \ucc98\ub9ac \uc608\uc2dc\ndata.dropna(inplace=True)\n\n# \uc774\uc0c1\uce58 \uc81c\uac70 \uc608\uc2dc\ndata = data[(np.abs(data['close'] - data['close'].mean()) <= (3 * data['close'].std()))]\n<\/code><\/pre>\n5. \ubaa8\ub378 \uac1c\ubc1c \ubc0f \ud559\uc2b5<\/h2>\n\ub370\uc774\ud130\uac00 \uc900\ube44\ub418\uba74 \ud328\ud134\uc744 \ud559\uc2b5\ud560 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \uc120\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
5.1 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n\n\uc120\ud615 \ud68c\uadc0: \uc8fc\uac00 \uc608\uce21\uc744 \uc704\ud55c \uac04\ub2e8\ud55c \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/li>\n
\uacb0\uc815 \ud2b8\ub9ac: \ubd84\ub958\uc640 \ud68c\uadc0 \ubb38\uc81c\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8: \ub2e4\uc218\uc758 \uacb0\uc815 \ud2b8\ub9ac\ub97c \uc0ac\uc6a9\ud55c \uc559\uc0c1\ube14 \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/li>\n
\uc2e0\uacbd\ub9dd: \ubcf5\uc7a1\ud55c \ud328\ud134 \uc778\uc2dd\uc744 \uc704\ud574 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n5.2 \ubaa8\ub378 \ud559\uc2b5\uacfc \ud3c9\uac00<\/h3>\n\ubaa8\ub4e0 \ubaa8\ub378\uc740 \ud559\uc2b5 \ud6c4 \ud3c9\uac00 \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud558\uba70, \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \uad50\ucc28 \uac80\uc99d\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
from sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.metrics import mean_squared_error\n\n# \ub370\uc774\ud130 \ubd84\ud560\nX = data[['feature1', 'feature2']]  # \ud2b9\uc131\ny = data['target']  # \ubaa9\ud45c \ubcc0\uc218\n\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# \ubaa8\ub378 \ud559\uc2b5\nmodel = RandomForestRegressor()\nmodel.fit(X_train, y_train)\n\n# \uc608\uce21 \ubc0f \ud3c9\uac00\npredictions = model.predict(X_test)\nmse = mean_squared_error(y_test, predictions)\n<\/code><\/pre>\n6. \uc804\ub7b5 \uac1c\ubc1c \ubc0f \uc2e4\ud589<\/h2>\n\ud559\uc2b5\ud55c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uace0 \uc774\ub97c \uc2e4\uc81c \uac70\ub798\uc5d0 \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
6.1 \uc804\ub7b5 \uac1c\ubc1c<\/h3>\n\uc608\uce21\ud55c \uc8fc\uac00 \ubcc0\ub3d9\uc5d0 \ub530\ub77c \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uc2dc\uc810\uc744 \uacb0\uc815\ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uac00\uc9c0 \uc870\uac74\uc744 \uc124\uc815\ud558\uc5ec \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub97c \uac15\ud654\ud569\ub2c8\ub2e4.<\/p>\n
6.2 \uc804\ub7b5 \uc2e4\ud589<\/h3>\n\uc790\ub3d9 \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uc124\uc815\ud55c \uc804\ub7b5\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc2e4\ud589\ud569\ub2c8\ub2e4. \uc774\ub54c \uc2e4\ud589 \uc18d\ub3c4\uc640 \uc548\uc815\uc131, \uadf8\ub9ac\uace0 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
7. \uc9c0\uc18d\uc801\uc778 \uac1c\uc120 \ubc0f \ud53c\ub4dc\ubc31<\/h2>\n\uc2dc\uc7a5\uc740 \ub04a\uc784\uc5c6\uc774 \ubcc0\ud558\ubbc0\ub85c, \ubaa8\ub378\uacfc \uc804\ub7b5\uc744 \uc8fc\uae30\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8 \ud574\uc57c \ud569\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc640 \ud53c\ub4dc\ubc31\uc744 \ud65c\uc6a9\ud558\uc5ec \uc9c0\uc18d\uc801\uc73c\ub85c \uc2dc\uc2a4\ud15c\uc744 \uac1c\uc120\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
7.1 \uc131\uacfc \ubd84\uc11d<\/h3>\n\uac70\ub798 \uc131\uacfc\ub97c \uc815\uae30\uc801\uc73c\ub85c \ubd84\uc11d\ud558\uba70, \uc5b4\ub5a4 \uc804\ub7b5\uc774 \ud6a8\uacfc\uc801\uc774\uc5c8\ub294\uc9c0 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ubaa8\ub378\uc744 \uc870\uc815\ud558\uace0 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n
\ucd1d\uad04\uc801\uc73c\ub85c, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \ud56d\uc0c1 \ud575\uc2ec \uc790\uc6d0\uc774\uba70, \uadf8 \uc9c8\uacfc \uc591\uc5d0 \ub530\ub77c \uc131\uacf5\uc801\uc73c\ub85c \uc790\ub3d9 \ub9e4\ub9e4\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\ub97c \ud1b5\ud574 \uae30\ucd08\uc801\uc778 \uac1c\ub150\uacfc \uc2e4\uc81c \uc801\uc6a9 \ubc29\ubc95\uc744 \ubc30\uc6b0\uace0, \ud604\ub300 \ud2b8\ub808\uc774\ub529\uc758 \uc138\uacc4\uc5d0 \ud55c \ubc1c\uc9dd \ub2e4\uac00\uac00\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
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4. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h2>\n
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