LSTM (Long Short-Term Memory)<\/li>\n<\/ul>\n3.2 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uad00\ub9ac\uc5d0\ub3c4 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc790\uc0b0 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ud559\uc2b5\ud558\uc5ec \uc704\ud5d8 \ub300\ube44 \uc218\uc775\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc5f0\uad6c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac15\ud654 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uacb0\uc815\uc744 \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad6c\uc131\ud569\ub2c8\ub2e4.<\/p>\n
3.3 \uc2dc\uc7a5 \ubbf8\uc138 \uad6c\uc870 \ubd84\uc11d<\/h3>\n
\uc2dc\uc7a5\uc758 \ubbf8\uc138 \uad6c\uc870\ub97c \ubd84\uc11d\ud558\uba74 \uc704\ud5d8 \uc694\uc18c\ub97c \uc904\uc774\uace0, \ub354 \ub098\uc740 \ub9e4\ub9e4 \ud0c0\uc774\ubc0d\uc744 \uc7a1\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac70\ub798\ub7c9, \uac00\uaca9 \ubcc0\ub3d9\uc131, \uc7ac\uace0 \uc218\uc900 \ub4f1\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uba74 \uc2dc\uc7a5\uc758 \uc77c\ubc18\uc801\uc778 \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\uace0, \uc774\ub97c \ud1b5\ud574 \uc815\ubcf4\uc5d0 \uae30\ucd08\ud55c \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. \uac70\ub798\ub97c \uc704\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc0ac\uc6a9 \uc0ac\ub840<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc2e4\uc81c \uac70\ub798 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uba74, \ub354\uc6b1 \uad6c\uccb4\uc801\uc778 \uc774\ud574\ub97c \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \uc0ac\ub840 1: \ud000\ud2b8 \ud380\ub4dc\uc758 \uba38\uc2e0\ub7ec\ub2dd \ud65c\uc6a9<\/h3>\n
\uc5ec\ub7ec \ud000\ud2b8 \ud380\ub4dc\ub294 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uae08\uc735 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc740 \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130, \uc7ac\ubb34\uc81c\ud45c \ub4f1\uc5d0\uc11c \uc758\ubbf8 \uc788\ub294 \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uc5ec \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uad6c\uc131\uc5d0 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, AQR Capital Management\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub274\uc2a4 \ub370\uc774\ud130\uc758 \uac10\uc131 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc8fc\uac00 \ud589\ub3d9\uc744 \uc608\uce21\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.2 \uc0ac\ub840 2: \uc54c\ud30c\uace0\uc640 \uac15\ud654 \ud559\uc2b5<\/h3>\n
\uad6c\uae00 \ub525\ub9c8\uc778\ub4dc\uc758 \uc54c\ud30c\uace0\ub294 \ubc14\ub451\uc5d0\uc11c \uc778\uac04 \ucd5c\uace0\uc218\ub97c \uc774\uae34 \uc720\uba85\ud55c AI \ud504\ub85c\uadf8\ub7a8\uc785\ub2c8\ub2e4. \uac15\ud654 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc2a4\uc2a4\ub85c \uac8c\uc784\uc744 \ud558\uba74\uc11c \ud559\uc2b5\ud558\ub294 \uad6c\uc870\ub85c \ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \uae08\uc735\uc5d0\uc11c\ub3c4 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \uc2dc\uc7a5 \uc0c1\ud669\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uc5ec \uac00\uc7a5 \ub192\uc740 \uc218\uc775\uc744 \uac00\uc838\uc624\ub294 \uc804\ub7b5\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.3 \uc0ac\ub840 3: \uc18c\uc15c \ubbf8\ub514\uc5b4 sentiment analysis<\/h3>\n
\uc18c\uc15c \ubbf8\ub514\uc5b4\uc5d0\uc11c\uc758 \uc5b8\uae09\ub7c9\uc774\ub098 \uac10\uc815 \ubd84\uc11d\uc744 \ud1b5\ud574 \ud2b9\uc815 \uc8fc\uc2dd\uc774\ub098 \uc790\uc0b0\uc5d0 \ub300\ud55c \uc2dc\uc7a5\uc758 \ubc18\uc751\uc744 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uac00\uac00 \uae09\uaca9\ud788 \ubcc0\ud654\ud558\ub294 \uc2dc\uc810\uc5d0 \uc18c\uc15c \ubbf8\ub514\uc5b4\uc5d0\uc11c \uc5b4\ub5a4 \uc774\uc57c\uae30\uac00 \uc624\uac14\ub294\uc9c0\ub97c \ubd84\uc11d\ud558\uc5ec, \uc8fc\uac00\uc758 \ubcc0\ub3d9 \uc608\uce21 \ubaa8\ub378\uc5d0 \ucd94\uac00\ud560 \uc218 \uc788\ub294 \uc815\ubcf4\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \uad6c\ud604 \uc608\uc2dc<\/h2>\n
\uc774\uc81c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc2e4\uc81c\ub85c \uc5b4\ub5bb\uac8c \uad6c\ud604\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. Python\uc758 Scikit-learn\uacfc Keras \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud55c \uac04\ub2e8\ud55c \uc8fc\uac00 \uc608\uce21 \ubaa8\ub378 \uc608\uc81c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n
import numpy as np\nimport pandas as pd\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestRegressor\nimport matplotlib.pyplot as plt\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\ndata = pd.read_csv('stock_prices.csv')\nX = data[['feature1', 'feature2']] # \ud544\uc694\ud55c \ud2b9\uc131\ub4e4\ny = data['target'] # \uc8fc\uac00 \uc608\uce21 \ubaa9\ud45c\n\n# \ub370\uc774\ud130 \ubd84\ud560\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(n_estimators=100)\nmodel.fit(X_train, y_train)\n\n# \uc608\uce21\npredictions = model.predict(X_test)\n\n# \uacb0\uacfc \uc2dc\uac01\ud654\nplt.scatter(y_test, predictions)\nplt.xlabel('\uc2e4\uc81c \uc8fc\uac00')\nplt.ylabel('\uc608\uce21 \uc8fc\uac00')\nplt.title('Random Forest \uc8fc\uac00 \uc608\uce21')\nplt.show()<\/code><\/pre>\n6. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2dc\uc7a5 \ub370\uc774\ud130 \ubd84\uc11d, \uc608\uce21, \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uadf8 \uc7a0\uc7ac\ub825\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c \uadf8 \ud65c\uc6a9\uc131\uc740 \ub354\uc6b1 \ub192\uc544\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \uac70\ub798 \uc804\ub7b5\uacfc \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc744 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n
\uc790\uc138\ud55c \ub0b4\uc6a9\uc774\ub098 \ucd94\uac00\uc801\uc778 \uc0ac\ub840\uc5d0 \ub300\ud55c \ubb38\uc758\ub294 \uc790\uc720\ub86d\uac8c \ub313\uae00\ub85c \ub0a8\uaca8\uc8fc\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
\uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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