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<\/p>\n

\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc740 \ube60\ub974\uac8c \ubcc0\ud654\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub294 \ud22c\uc790\uc790\uc640 \ud2b8\ub808\uc774\ub354\ub4e4\uc5d0\uac8c \uc0c8\ub85c\uc6b4 \uc804\ub7b5\uacfc \ub3c4\uad6c\uc758 \uac1c\ubc1c \ud544\uc694\uc131\uc744 \uc81c\uae30\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc740 \uc2dc\uc7a5 \ubd84\uc11d, \uc608\uce21 \ubc0f \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \uc788\uc5b4\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uc744 \ud0d0\uad6c\ud558\uace0, \ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f Hyperparameter \ud29c\ub2dd\uc744 \ub3d5\uae30 \uc704\ud574 \uc0ac\uc774\ud0b7\ub7f0(Scikit-learn) \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ube44\uc8fc\uc5bc\ub77c\uc774\uc81c\uc774\uc158 \ub3c4\uad6c\uc778 \uc610\ub85c\uc6b0\ube0c\ub9ad(Yellowbrick)\uc744 \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uae30\uacc4 \ud559\uc2b5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud558\uc704 \ubd84\uc57c\ub85c, \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc790\ub3d9\ub9e4\ub9e4\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc8fc\uc2dd\uc758 \uac00\uaca9 \ubcc0\ub3d9 \uc608\uce21, \uac70\ub798 \uc2e0\ud638 \uc0dd\uc131 \ubc0f \ub9ac\uc2a4\ud06c \uad00\ub9ac\uc5d0 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uae30\ubc95<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \uae30\ubc95\uc73c\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

\ud68c\uadc0 \ubaa8\ub378(Regression):<\/strong> \uc5f0\uc18d\uc801\uc778 \uac12 \uc608\uce21\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608: \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21<\/li>\n
\ubd84\ub958 \ubaa8\ub378(Classification):<\/strong> \uc11c\ub85c \ub2e4\ub978 \uce74\ud14c\uace0\ub9ac\ub85c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ubd84\ub958\ud569\ub2c8\ub2e4. \uc608: \uc8fc\uc2dd\uc758 \uc0c1\uc2b9\/\ud558\ub77d \uc608\uce21<\/li>\n

\uad70\uc9d1\ud654 \ubaa8\ub378(Clustering):<\/strong> \ube44\uc2b7\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \ub370\uc774\ud130 \uadf8\ub8f9\uc744 \ucc3e\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608: \uc8fc\uc2dd \uc720\uc0ac\ub3c4 \ubd84\uc11d<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uae30\ubc95<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \ub2e4\uc591\ud55c \uc885\ub958\uc758 \uc2e0\uacbd\ub9dd\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n
\n
\uc778\uacf5 \uc2e0\uacbd\ub9dd(ANN):<\/strong> \uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ud615\ud0dc\uc758 \ub124\ud2b8\uc6cc\ud06c\uc785\ub2c8\ub2e4.<\/li>\n
\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN):<\/strong> \uc774\ubbf8\uc9c0 \ubc0f \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN):<\/strong> \uc2dc\uac04 \uc21c\uc11c\uac00 \uc788\ub294 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \uc0ac\uc774\ud0b7\ub7f0(Scikit-learn) \ub77c\uc774\ube0c\ub7ec\ub9ac \uc18c\uac1c<\/h2>\n
\uc0ac\uc774\ud0b7\ub7f0\uc740 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uac04\ub2e8\ud55c API\uc640 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc8fc\uc2dd \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc788\uc5b4 \uc0ac\uc774\ud0b7\ub7f0\uc744 \uc0ac\uc6a9\ud558\uba74 \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \uad6c\ucd95, \ud3c9\uac00 \ubc0f \uc608\uce21\uc744 \uc27d\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1 \uc0ac\uc774\ud0b7\ub7f0 \uc124\uce58<\/h3>\n
\n pip install scikit-learn<\/code>\n <\/pre>\n2.2 \uae30\ubcf8 \uc0ac\uc6a9\ubc95<\/h3>\n\uc0ac\uc774\ud0b7\ub7f0\uc758 \uae30\ubcf8\uc801\uc778 \uc0ac\uc6a9\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n \n\ub370\uc774\ud130 \uc900\ube44(Pandas \uc0ac\uc6a9)<\/li>\n \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud559\uc2b5<\/li>\n \uc608\uce21 \ubc0f \ud3c9\uac00<\/li>\n<\/ol>\n3. \ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f \ucd5c\uc801\ud654<\/h2>\n\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc0ac\uc774\ud0b7\ub7f0\uc740 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ubc29\ubc95\uc740 \uadf8\ub9ac\ub4dc \uc11c\uce58(Grid Search)\uc640 \ub79c\ub364 \uc11c\uce58(Random Search)\uc785\ub2c8\ub2e4.<\/p>\n 3.1 \uadf8\ub9ac\ub4dc \uc11c\uce58(Grid Search)<\/h3>\n\uadf8\ub9ac\ub4dc \uc11c\uce58\ub294 \ud2b9\uc815 \ud30c\ub77c\ubbf8\ud130\uc758 \ubaa8\ub4e0 \uc870\ud569\uc744 \ud0d0\uc0c9\ud558\uc5ec \ucd5c\uc801\uc758 \ud30c\ub77c\ubbf8\ud130\ub97c \ucc3e\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \uc2dc\uac04\uc774 \ub9ce\uc774 \uc18c\uc694\ub420 \uc218 \uc788\uc9c0\ub9cc, \ud2b9\uc815 \ud55c\uc815\ub41c \ubc94\uc704\uc5d0\uc11c\ub294 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n \n \nfrom sklearn.model_selection import GridSearchCV\n \nparam_grid = {'C': [0.1, 1, 10], 'kernel': ['linear', 'rbf']}\ngrid = GridSearchCV(SVC(), param_grid, refit=True, verbose=2)\ngrid.fit(X_train, y_train)\n <\/code>\n <\/pre>\n3.2 \ub79c\ub364 \uc11c\uce58(Random Search)<\/h3>\n\ub79c\ub364 \uc11c\uce58\ub294 \ub79c\ub364\ud558\uac8c \uc120\ud0dd\ub41c \ud30c\ub77c\ubbf8\ud130 \uc870\ud569\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud0d0\uc0c9\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \uadf8\ub9ac\ub4dc \uc11c\uce58\uc5d0 \ube44\ud574 \uc2dc\uac04\uacfc \uc790\uc6d0 \uc18c\ubaa8\uac00 \uc801\uc2b5\ub2c8\ub2e4.<\/p>\n \n \nfrom sklearn.model_selection import RandomizedSearchCV\n \nparam_dist = {'C': uniform(loc=0, scale=4), 'kernel': ['linear', 'rbf']}\nrand_search = RandomizedSearchCV(SVC(), param_distributions=param_dist, n_iter=100)\nrand_search.fit(X_train, y_train)\n <\/code>\n <\/pre>\n4. \uc610\ub85c\uc6b0\ube0c\ub9ad(Yellowbrick) \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h2>\n\uc610\ub85c\uc6b0\ube0c\ub9ad\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc2dc\uac01\ud654 \ub3c4\uad6c\ub85c, \ubaa8\ub378 \uc131\ub2a5\uc758 \uc774\ud574\ub97c \ub3d5\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uadf8\ub798\ud504\uc640 \ud50c\ub86f\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud2b9\ud788, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd \uacfc\uc815\uc5d0\uc11c \uc2dc\uac01\uc801\uc73c\ub85c \uc774\ud574\ud558\uae30 \uc27d\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n 4.1 \uc610\ub85c\uc6b0\ube0c\ub9ad \uc124\uce58<\/h3>\n\n pip install yellowbrick<\/code>\n <\/pre>\n4.2 \uc610\ub85c\uc6b0\ube0c\ub9ad\uc73c\ub85c \ubaa8\ub378 \uc2dc\uac01\ud654\ud558\uae30<\/h3>\n\uc610\ub85c\uc6b0\ube0c\ub9ad\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubd05\uc2dc\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud68c\uadc0 \ubb38\uc81c\uc5d0 \ub300\ud55c \uc794\ucc28 \ud50c\ub86f\uc744 \uc791\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \n \nfrom yellowbrick.regressor import ResidualsPlot\n \nmodel = LinearRegression()\nvisualizer = ResidualsPlot(model)\nvisualizer.fit(X_train, y_train)\nvisualizer.score(X_test, y_test)\nvisualizer.show()\n <\/code>\n <\/pre>\n5. \uc2e4\uc804 \uc0ac\ub840: \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h2>\n\uc774\uc81c\uae4c\uc9c0 \uc0b4\ud3b4\ubcf8 \uc774\ub860\uacfc \ub3c4\uad6c\ub97c \ubc14\ud0d5\uc73c\ub85c, \uac04\ub2e8\ud55c \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc8fc\uc2dd\uc744 \uc608\uce21\ud558\uace0, \uc608\uce21 \uacb0\uacfc\uc5d0 \ub530\ub77c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n 5.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n\uba3c\uc800, \uc8fc\uc2dd \ub370\uc774\ud130\uc14b\uc744 \uc218\uc9d1\ud569\ub2c8\ub2e4. Yahoo Finance API\ub098 Alpha Vantage API\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uc608\uc2dc\uc5d0\uc11c\ub294 Pandas\uc758 read_csv<\/code>\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc14b\uc744 \ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/p>\n \n \nimport pandas as pd\n \ndata = pd.read_csv('stock_data.csv')\ndata['Date'] = pd.to_datetime(data['Date'])\ndata.set_index('Date', inplace=True)\n <\/code>\n <\/pre>\n5.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n\ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac\ud558\uc5ec \ubaa8\ub378\uc5d0 \uc801\ud569\ud558\uac8c \ub9cc\ub4ed\ub2c8\ub2e4. \ud544\uc694\ud55c \ud2b9\uc131(\uc608: \uc774\ub3d9 \ud3c9\uade0, \uc77c\uac04 \uc218\uc775\ub960 \ub4f1)\uc744 \ud30c\uc0dd \ubcc0\uc218\ub85c \ucd94\uac00\ud569\ub2c8\ub2e4.<\/p>\n \n \ndata['SMA'] = data['Close'].rolling(window=30).mean()\ndata['Returns'] = data['Close'].pct_change()\ndata.dropna(inplace=True)\n <\/code>\n <\/pre>\n5.3 \ubaa8\ub378 \uad6c\ucd95 \ubc0f \ud6c8\ub828<\/h3>\n\uacb0\uc815\ud2b8\ub9ac, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, XGBoost\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n \n \nfrom sklearn.ensemble import RandomForestClassifier\n \nX = data[['SMA', 'Returns']]\ny = (data['Close'].shift(-1) > data['Close']).astype(int)\nmodel = RandomForestClassifier(n_estimators=100)\nmodel.fit(X, y)\n <\/code>\n <\/pre>\n5.4 \uc608\uce21 \ubc0f \uc2dc\ubbac\ub808\uc774\uc158<\/h3>\n\ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud5a5\ud6c4 \uac00\uaca9\uc744 \uc608\uce21\ud558\uace0, \uc608\uce21 \uc2e0\ud638\uc5d0 \ub530\ub77c \ub9e4\ub9e4 \uc2dc\ubbac\ub808\uc774\uc158\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ub204\uc801 \uc218\uc775\ub960\uc744 \uacc4\uc0b0\ud558\uc5ec \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \n \npredictions = model.predict(X)\ndata['Predicted_Signal'] = predictions\ndata['Strategy_Returns'] = data['Returns'] * data['Predicted_Signal'].shift(1)\ndata['Cumulative_Strategy_Returns'] = (data['Strategy_Returns'] + 1).cumprod()\n <\/code>\n <\/pre>\n5.5 \uc131\ub2a5 \ud3c9\uac00<\/h3>\n\uc81c\uc791\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc804\uccb4 \ub204\uc801 \uc218\uc775\ub960\uacfc \ubca4\uce58\ub9c8\ud06c(\uc608: \uc8fc\uc2dd\uc758 \ub9e4\uc218 \ud6c4 \ubcf4\uc720 \uc804\ub7b5)\uc744 \ube44\uad50\ud560 \uc218 \uc788\ub294 \uc2dc\uac01\ud654\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n \n \nimport matplotlib.pyplot as plt\n \nplt.figure(figsize=(12,6))\nplt.plot(data['Cumulative_Strategy_Returns'], label='Strategy Returns')\nplt.plot((data['Returns'] + 1).cumprod(), label='Benchmark Returns')\nplt.legend()\nplt.show()\n <\/code>\n <\/pre>\n\uacb0\ub860<\/h2>\n\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc0ac\uc774\ud0b7\ub7f0\uc744 \ud1b5\ud574 \ubaa8\ub378\uc744 \uc815\uc758\ud558\uace0 \ucd5c\uc801\ud654\ud558\uba70 \uc610\ub85c\uc6b0\ube0c\ub9ad\uc744 \uc774\uc6a9\ud558\uc5ec \ubaa8\ub378 \uc131\ub2a5\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc744 \ubc30\uc6e0\uc2b5\ub2c8\ub2e4. \uace0\uae09 \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \ucc3e\uc544\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \uae30\uc220\uc801 \ubd84\uc11d\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc735\ud569\uc740 \uc55e\uc73c\ub85c\uc758 \uae08\uc735 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n \ucc38\uace0 \ubb38\ud5cc \ubc0f \ucd94\uac00 \uc790\ub8cc<\/h3>\n\nScikit-learn \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n Yellowbrick \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n Kaggle \ub370\uc774\ud130\uc14b \ubc0f \ucee4\ubba4\ub2c8\ud2f0<\/a><\/li>\n Python\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ube14\ub85c\uadf8<\/a><\/li>\n<\/ul>\n\uc774 \uae00\uc774 \uc5ec\ub7ec\ubd84\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \uc720\uc6a9\ud558\uae38 \ubc14\ub78d\ub2c8\ub2e4!<\/p>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc740 \ube60\ub974\uac8c \ubcc0\ud654\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub294 \ud22c\uc790\uc790\uc640 \ud2b8\ub808\uc774\ub354\ub4e4\uc5d0\uac8c \uc0c8\ub85c\uc6b4 \uc804\ub7b5\uacfc \ub3c4\uad6c\uc758 \uac1c\ubc1c \ud544\uc694\uc131\uc744 \uc81c\uae30\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc740 \uc2dc\uc7a5 \ubd84\uc11d, \uc608\uce21 \ubc0f \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \uc788\uc5b4\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uc744 \ud0d0\uad6c\ud558\uace0, \ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f Hyperparameter \ud29c\ub2dd\uc744 \ub3d5\uae30 \uc704\ud574 \uc0ac\uc774\ud0b7\ub7f0(Scikit-learn) \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ube44\uc8fc\uc5bc\ub77c\uc774\uc81c\uc774\uc158 \ub3c4\uad6c\uc778 \uc610\ub85c\uc6b0\ube0c\ub9ad(Yellowbrick)\uc744 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc0ac\uc774\ud0b7\ub7f0\uc744 \uc774\uc6a9\ud55c \ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uacfc \uc610\ub85c\uc6b0\ube0c\ub9ad”<\/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-29075","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, \uc0ac\uc774\ud0b7\ub7f0\uc744 \uc774\uc6a9\ud55c \ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uacfc \uc610\ub85c\uc6b0\ube0c\ub9ad - \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\/29075\/\" \/>\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, \uc0ac\uc774\ud0b7\ub7f0\uc744 \uc774\uc6a9\ud55c \ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uacfc \uc610\ub85c\uc6b0\ube0c\ub9ad - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc740 \ube60\ub974\uac8c \ubcc0\ud654\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub294 \ud22c\uc790\uc790\uc640 \ud2b8\ub808\uc774\ub354\ub4e4\uc5d0\uac8c \uc0c8\ub85c\uc6b4 \uc804\ub7b5\uacfc \ub3c4\uad6c\uc758 \uac1c\ubc1c \ud544\uc694\uc131\uc744 \uc81c\uae30\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc740 \uc2dc\uc7a5 \ubd84\uc11d, \uc608\uce21 \ubc0f \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \uc788\uc5b4\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uc744 \ud0d0\uad6c\ud558\uace0, \ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f Hyperparameter \ud29c\ub2dd\uc744 \ub3d5\uae30 \uc704\ud574 \uc0ac\uc774\ud0b7\ub7f0(Scikit-learn) \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ube44\uc8fc\uc5bc\ub77c\uc774\uc81c\uc774\uc158 \ub3c4\uad6c\uc778 \uc610\ub85c\uc6b0\ube0c\ub9ad(Yellowbrick)\uc744 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc0ac\uc774\ud0b7\ub7f0\uc744 \uc774\uc6a9\ud55c \ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uacfc \uc610\ub85c\uc6b0\ube0c\ub9ad"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29075\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta 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\uc804\ub7b5\uacfc \ub3c4\uad6c\uc758 \uac1c\ubc1c \ud544\uc694\uc131\uc744 \uc81c\uae30\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc740 \uc2dc\uc7a5 \ubd84\uc11d, \uc608\uce21 \ubc0f \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \uc788\uc5b4\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uc744 \ud0d0\uad6c\ud558\uace0, \ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f Hyperparameter \ud29c\ub2dd\uc744 \ub3d5\uae30 \uc704\ud574 \uc0ac\uc774\ud0b7\ub7f0(Scikit-learn) \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ube44\uc8fc\uc5bc\ub77c\uc774\uc81c\uc774\uc158 \ub3c4\uad6c\uc778 \uc610\ub85c\uc6b0\ube0c\ub9ad(Yellowbrick)\uc744 … \ub354 \ubcf4\uae30 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