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\ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":28900,"url":"https:\/\/atmokpo.com\/w\/28900\/","url_meta":{"origin":28752,"position":3},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub300\uccb4 \ub370\uc774\ud130 \uc2dc\uc7a5","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae09\uc18d\ub3c4\ub85c \ubc1c\uc804\ud574\uc654\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc751\uc6a9\uae4c\uc9c0 \uc2ec\ub3c4 \uae4a\uac8c \uc0b4\ud3b4\ubcf4\uba70, \uc774\ub97c \uc704\ud55c \ub300\uccb4 \ub370\uc774\ud130 \uc2dc\uc7a5\uc5d0 \ub300\ud574\uc11c\ub3c4 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4. 2.\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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\ud2b8\ub808\uc774\ub529\uc774 \ub300\ub450\ub418\uc5c8\uace0, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\ub4e4\uc774 \uadf8 \uc911\uc2ec\uc5d0 \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub2e4\ubcc0\ub7c9 \uc2dc\uacc4\uc5f4 \ubaa8\ub378\uc740 \uc5ec\ub7ec \ubcc0\uc218 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ubd84\uc11d\ud558\uc5ec, \ubbf8\ub798\uc758 \uac00\uaca9 \ubcc0\ub3d9\uc744 \uc608\uce21\ud558\ub294 \ub370 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\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 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29173,"url":"https:\/\/atmokpo.com\/w\/29173\/","url_meta":{"origin":28752,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc54c\uace0\ub9ac\ub4ec \ud2b8\ub808\uc774\ub529\uc758 \uc9c4\ud654","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0c8\ub85c\uc6b4 \ud45c\uc900\uc73c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ub3c4\uc785\ub418\uc5c8\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc774 \uae30\uc220\ub4e4\uc774 \uc5b4\ub5bb\uac8c \ubc1c\uc804\ud574\uc654\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \uae00\uc5d0\uc11c\ub294 \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1 \ub2e4\uc591\ud55c \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc751\uc6a9 \uc0ac\ub840\ub3c4 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804 \uc815\uc758\ub41c \uaddc\uce59\uc744 \uae30\ubc18\uc73c\ub85c \uc790\uc0b0\uc744\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

\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc77c\uc815\ud55c \uaddc\uce59\uc744 \uae30\ubc18\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \ub2e4\ub8e8\uace0, Python\uc758 statsmodels\ub97c \uc774\uc6a9\ud55c \ud1b5\uacc4\uc801 \ucd94\ub860 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n

1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08<\/h2>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud56d\uc0c1 \ubcc0\ub3d9\uc131\uc774 \uc874\uc7ac\ud558\uae30 \ub54c\ubb38\uc5d0 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \ub370 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud574\uc57c \ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ub3c4\uc785\uc73c\ub85c \uc774\ub7ec\ud55c \ubd84\uc11d\uc774 \ub354\uc6b1 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uacc4 \ud559\uc2b5\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\uac8c \ub429\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\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\ub294 \ud559\uc2b5 \ubc29\ubc95\uc774\uba70, \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc640 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \ub6f0\uc5b4\ub098\uc9c0\ub9cc, \uc0c1\ub300\uc801\uc73c\ub85c \ub354 \ub9ce\uc740 \uacc4\uc0b0 \ub9ac\uc18c\uc2a4\ub97c \ud544\uc694\ub85c \ud569\ub2c8\ub2e4.\n<\/p>\n

2. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h2>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uccab \ub2e8\uacc4\ub294 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc774\ub97c \uc804\ucc98\ub9ac\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uac00\uaca9, \uac70\ub798\ub7c9, \uae30\uc220\uc801 \uc9c0\ud45c \ub4f1\uc758 \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud558\uc5ec\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c API\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Yahoo Finance\ub098 Alpha Vantage\uc640 \uac19\uc740 \uc11c\ube44\uc2a4\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n

2.1 \ub370\uc774\ud130 \uc218\uc9d1 \uc608\uc81c<\/h3>\n

import yfinance as yf\n\n# \uc8fc\uc2dd \ub370\uc774\ud130 \ub2e4\uc6b4\ub85c\ub4dc\nticker = 'AAPL'\ndata = yf.download(ticker, start='2020-01-01', end='2023-01-01')\nprint(data.head())<\/code><\/pre>\n2.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n\n    \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \ubd84\uc11d\uc5d0 \uc801\ud569\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uacb0\uce21\uac12 \ucc98\ub9ac, \uc2a4\ucf00\uc77c\ub9c1, \ud2b9\uc131 \uc0dd\uc131 \ub4f1\uc758 \uc791\uc5c5\uc774 \uc5ec\uae30\uc5d0 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9 \ud3c9\uade0\uc774\ub098 \uc0c1\ub300 \uac15\ub3c4 \uc9c0\uc218(RSI)\uc640 \uac19\uc740 \uae30\uc220\uc801 \uc9c0\ud45c\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
3. \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc744 \ud1b5\ud55c \ud2b8\ub808\uc774\ub529 \ubaa8\ub378 \uad6c\ucd95<\/h2>\n\n    \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uac01 \uc54c\uace0\ub9ac\uc998\uc740 \ud2b9\uc815\ud55c \ub370\uc774\ud130 \ud0c0\uc785\uc774\ub098 \ud328\ud134\uc5d0 \uac15\uc810\uc744 \uc9c0\ub2d9\ub2c8\ub2e4. \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c\ub294 \uc544\ub798\uc640 \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\n\ud68c\uadc0 \ubd84\uc11d<\/li>\n
\uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac<\/li>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8<\/li>\n
\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM)<\/li>\n
\uc2e0\uacbd\ub9dd<\/li>\n<\/ul>\n3.1 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud559\uc2b5 \uc608\uc81c<\/h3>\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestClassifier\n\n# \ud2b9\uc131\uacfc \ub808\uc774\ube14 \uc124\uc815\nX = data[['Open', 'High', 'Low', 'Close', 'Volume']]\ny = (data['Close'].shift(-1) > data['Close']).astype(int)\n\n# \ud559\uc2b5 \ubc0f \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \uad6c\ubd84\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubaa8\ub378 \ud559\uc2b5\nmodel = RandomForestClassifier()\nmodel.fit(X_train, y_train)<\/code><\/pre>\n4. \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud1b5\ud55c \ud2b8\ub808\uc774\ub529 \ubaa8\ub378 \uad6c\ucd95<\/h2>\n\n    \ub525\ub7ec\ub2dd\uc740 \ud2b9\ud788 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. LSTM(Long Short-Term Memory) \uc2e0\uacbd\ub9dd\uacfc \uac19\uc740 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21 \ubc0f \uac70\ub798 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. LSTM\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)\uc73c\ub85c, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \uc21c\uc11c \uc815\ubcf4\ub97c \ubcf4\uc874\ud558\uba70 \uc7a5\uae30 \uc758\uc874\uc131\ub3c4 \uc798 \ud559\uc2b5\ud569\ub2c8\ub2e4.\n<\/p>\n
4.1 LSTM \ubaa8\ub378 \uad6c\ucd95 \uc608\uc81c<\/h3>\nimport numpy as np\nimport pandas as pd\nfrom keras.models import Sequential\nfrom keras.layers import LSTM, Dense, Dropout\n\n# \ub370\uc774\ud130 \uc900\ube44\ndata = data[['Close']].values\ndata = data.astype('float32')\n\n# \ub370\uc774\ud130 \uc815\uaddc\ud654\nfrom sklearn.preprocessing import MinMaxScaler\nscaler = MinMaxScaler(feature_range=(0, 1))\ndata = scaler.fit_transform(data)\n\n# \ub370\uc774\ud130\uc14b \uc0dd\uc131\ndef create_dataset(dataset, time_step=1):\n    X, y = [], []\n    for i in range(len(dataset) - time_step - 1):\n        X.append(dataset[i:(i + time_step), 0])\n        y.append(dataset[i + time_step, 0])\n    return np.array(X), np.array(y)\n\nX, y = create_dataset(data, time_step=60)\nX = X.reshape(X.shape[0], X.shape[1], 1)\n\n# LSTM \ubaa8\ub378 \uc815\uc758\nmodel = Sequential()\nmodel.add(LSTM(50, return_sequences=True, input_shape=(X.shape[1], 1)))\nmodel.add(Dropout(0.2))\nmodel.add(LSTM(50, return_sequences=False))\nmodel.add(Dropout(0.2))\nmodel.add(Dense(1))\n\n# \ubaa8\ub378 \ucef4\ud30c\uc77c\nmodel.compile(optimizer='adam', loss='mean_squared_error')\nmodel.fit(X, y, epochs=100, batch_size=32)<\/code><\/pre>\n5. statsmodels\ub85c \ucd94\ub860 \uc218\ud589\ud558\uae30<\/h2>\n\n    \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud55c \ud1b5\uacc4\uc801 \ucd94\ub860\uc740 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. statsmodels<\/code>\ub294 \ud1b5\uacc4 \ubaa8\ub378\ub9c1 \ubc0f \uacbd\uc81c \ubd84\uc11d\uc744 \uc704\ud55c \ud48d\ubd80\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \ud68c\uadc0 \ubd84\uc11d, \uc2dc\uacc4\uc5f4 \ubd84\uc11d, \uac80\uc815 \ubc0f \uc608\uce21 \ub4f1\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
5.1 \ud68c\uadc0 \ubd84\uc11d\uc744 \ud1b5\ud55c \ucd94\ub860<\/h3>\nimport statsmodels.api as sm\n\n# \ub370\uc774\ud130 \uc900\ube44\nX = data[['Open', 'High', 'Low', 'Volume']]\ny = data['Close']\n\n# \uc0c1\uc218\ud56d \ucd94\uac00\nX = sm.add_constant(X)\n\n# OLS \ud68c\uadc0 \ubaa8\ub378 \uc801\ud569\nmodel = sm.OLS(y, X).fit()\n\n# \uc694\uc57d \uacb0\uacfc \ucd9c\ub825\nprint(model.summary())<\/code><\/pre>\n5.2 A\/B \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud55c \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00<\/h3>\n\n    A\/B \ud14c\uc2a4\ud2b8\ub294 \ub450 \uac00\uc9c0 \ub610\ub294 \uadf8 \uc774\uc0c1\uc758 \ubcc0\uc218\ub97c \ube44\uad50\ud558\uc5ec \uc131\ub2a5 \ucc28\uc774\ub97c \uce21\uc815\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc758 \uc720\ud6a8\uc131\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e8\uc21c \uc774\ub3d9 \ud3c9\uade0 \uc804\ub7b5\uacfc \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc804\ub7b5\uc758 \uc131\ub2a5\uc744 \ube44\uad50\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
6. \uacb0\ub860<\/h2>\n\n    \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud544\uc218 \uad6c\uc131 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc73c\uba70, statsmodels\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c \ud1b5\ud574 \ud1b5\uacc4\uc801 \ucd94\ub860 \ubc0f \ubd84\uc11d\uc744 \uac15\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc801\uc808\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5, \uc131\ub2a5 \ud3c9\uac00\ub97c \ud1b5\ud574 \ud6a8\uacfc\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \ubaa8\ub378 \ud29c\ub2dd\uc774 \ud544\uc694\ud55c \uc774 \ubd84\uc57c\uc5d0\uc11c \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uc744 \ud56d\uc0c1 \uc8fc\uc2dc\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n<\/p>\n
7. \ucc38\uace0 \uc790\ub8cc<\/h2>\n\nstatsmodels \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n
Pandas \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n
scikit-learn \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n
Keras \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n
TensorFlow \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc77c\uc815\ud55c \uaddc\uce59\uc744 \uae30\ubc18\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \ub2e4\ub8e8\uace0, Python\uc758 statsmodels\ub97c \uc774\uc6a9\ud55c \ud1b5\uacc4\uc801 \ucd94\ub860 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud56d\uc0c1 \ubcc0\ub3d9\uc131\uc774 \uc874\uc7ac\ud558\uae30 \ub54c\ubb38\uc5d0 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \ub370 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud574\uc57c \ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ub3c4\uc785\uc73c\ub85c \uc774\ub7ec\ud55c \ubd84\uc11d\uc774 \ub354\uc6b1 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c8 \uc218 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, statsmodels\ub85c \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95”<\/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-28752","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, statsmodels\ub85c \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/28752\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, statsmodels\ub85c \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc77c\uc815\ud55c \uaddc\uce59\uc744 \uae30\ubc18\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \ub2e4\ub8e8\uace0, Python\uc758 statsmodels\ub97c \uc774\uc6a9\ud55c \ud1b5\uacc4\uc801 \ucd94\ub860 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud56d\uc0c1 \ubcc0\ub3d9\uc131\uc774 \uc874\uc7ac\ud558\uae30 \ub54c\ubb38\uc5d0 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \ub370 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud574\uc57c \ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ub3c4\uc785\uc73c\ub85c \uc774\ub7ec\ud55c \ubd84\uc11d\uc774 \ub354\uc6b1 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c8 \uc218 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, statsmodels\ub85c \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28752\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:14:53+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:58:09+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/28752\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28752\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, statsmodels\ub85c \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\",\"datePublished\":\"2024-10-27T16:14:53+00:00\",\"dateModified\":\"2024-11-26T06:58:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28752\/\"},\"wordCount\":28,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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