{"id":28987,"date":"2024-10-27T16:16:13","date_gmt":"2024-10-27T16:16:13","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28987"},"modified":"2024-11-26T06:55:38","modified_gmt":"2024-11-26T06:55:38","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-%eb%aa%a8%eb%8d%b8-%ec%84%a4%ea%b3%84%ec%99%80","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28987\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubaa8\ub378 \uc124\uacc4\uc640 \uc870\uc815"},"content":{"rendered":"<p><body><\/p>\n<h2>1. \uc11c\ub860<\/h2>\n<p>\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uae09\uc18d\ud788 \ubc1c\uc804\ud574\uc654\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0, \uc608\uce21 \ubaa8\ub378\uc744 \uc124\uacc4\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc124\uacc4\ud558\uace0 \uc870\uc815\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc774\ud574\ud558\uae30<\/h2>\n<h3>2.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780?<\/h3>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub9ac \uc815\uc758\ub41c \uaddc\uce59(\uc54c\uace0\ub9ac\uc998)\uc5d0 \ub530\ub77c \uae08\uc735 \uc0c1\ud488\uc744 \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uae30\uc220\uc801 \ubd84\uc11d, \ud1b5\uacc4\uc801 \ubaa8\ub378, \uac70\ub798 \uc2e0\ud638 \ubc0f \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4.<\/p>\n<h3>2.2 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h3>\n<ul>\n<li>\uc2e0\uc18d\ud55c \uac70\ub798 \uc2e4\ud589<\/li>\n<li>\uac10\uc815\uc801 \uac70\ub798 \uc81c\uc678<\/li>\n<li>\uc2dc\uc7a5 \ud6a8\uc728\uc131 \ud5a5\uc0c1<\/li>\n<li>\uac70\ub798 \ubc29\uc2dd\uc758 \ub2e4\uac01\ud654 \uac00\ub2a5<\/li>\n<\/ul>\n<h2>3. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n<h3>3.1 \uba38\uc2e0\ub7ec\ub2dd \uc815\uc758<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\uc744 \ub9cc\ub4dc\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4. \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \ubbf8\ub798\uc758 \ub370\uc774\ud130\ub97c \uc608\uce21\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<h3>3.2 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc885\ub958<\/h3>\n<ul>\n<li><strong>\uc9c0\ub3c4\ud559\uc2b5(Supervised Learning):<\/strong> \uc8fc\uc5b4\uc9c4 \uc785\ub825\uacfc \ucd9c\ub825 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc9c0\ub3c4\ud559\uc2b5(Unsupervised Learning):<\/strong> \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud328\ud134\uc774\ub098 \uad6c\uc870\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uac15\ud654\ud559\uc2b5(Reinforcement Learning):<\/strong> \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\ub3c4\ub85d \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n<h3>4.1 \ub525\ub7ec\ub2dd \uc815\uc758<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \ub9ce\uc740 \uc218\uc758 \uce35\uc744 \uac00\uc9c4 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c, \ud2b9\ud788 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.2 \ub525\ub7ec\ub2dd\uc758 \uc544\ud0a4\ud14d\ucc98<\/h3>\n<ul>\n<li><strong>\uc778\uacf5\uc2e0\uacbd\ub9dd(ANN):<\/strong> \uae30\ubcf8\uc801\uc778 \ub525\ub7ec\ub2dd \ubaa8\ub378\ub85c, \uc5ec\ub7ec \uce35\uc758 \ub274\ub7f0\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ud569\uc131\uacf1\uc2e0\uacbd\ub9dd(CNN):<\/strong> \uc774\ubbf8\uc9c0 \ucc98\ub9ac \ubc0f \ucef4\ud4e8\ud130 \ube44\uc804\uc5d0\uc11c \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc21c\ud658\uc2e0\uacbd\ub9dd(RNN):<\/strong> \uc2dc\ud000\uc2a4 \ub370\uc774\ud130, \uc608\ub97c \ub4e4\uc5b4 \uc8fc\uac00 \ub370\uc774\ud130\uc640 \uac19\uc740 \uc2dc\uac04\uc5d0 \ub530\ub978 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1<\/h2>\n<h3>5.1 \ub370\uc774\ud130 \uc720\ud615<\/h3>\n<p>\ud2b8\ub808\uc774\ub529\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \uc720\ud615\uc740 \ub2e4\uc591\ud569\ub2c8\ub2e4. \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9 \ub370\uc774\ud130, \uacbd\uc81c \uc9c0\ud45c, \ub274\uc2a4 \ub370\uc774\ud130 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \ub370\uc774\ud130\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ud06c\uac8c \uc601\ud5a5\uc744 \ubbf8\uce58\ubbc0\ub85c \uc2e0\uc911\ud55c \uc120\ud0dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.2 \ub370\uc774\ud130 \uc218\uc9d1\ubc29\ubc95<\/h3>\n<p>\ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n<ul>\n<li><strong>API \uc774\uc6a9:<\/strong> Yahoo Finance, Alpha Vantage, Quandl \ub4f1\uacfc \uac19\uc740 \uc11c\ube44\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc6f9 \uc2a4\ud06c\ub798\ud551:<\/strong> \ud06c\ub864\ub7ec\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>CSV \ud30c\uc77c:<\/strong> \uacfc\uac70 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c CSV \ud30c\uc77c\ub85c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \ubaa8\ub378 \uc124\uacc4<\/h2>\n<h3>6.1 \ubaa9\ud45c \uc124\uc815<\/h3>\n<p>\ud2b9\uc815 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ubaa9\ud45c\ub97c \uc124\uc815\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00 \uc608\uce21, \uac70\ub798 \uc2e0\ud638 \uc0dd\uc131, \ub9ac\uc2a4\ud06c \uad00\ub9ac \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \ud559\uc2b5\uc5d0 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \ubcc0\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ubd80\uc871\ud55c \ub370\uc774\ud130 \ucc98\ub9ac, \ub370\uc774\ud130 \uc815\uaddc\ud654, \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<h3>6.3 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n<p>\uc8fc\uc5b4\uc9c4 \ubb38\uc81c\uc5d0 \ub530\ub77c \uc801\uc808\ud55c \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc2dc\uac04\uc801 \ud2b9\uc131\uc744 \uac00\uc9c0\ub294 \ub370\uc774\ud130\uc5d0 \ub300\ud574\uc11c\ub294 LSTM\uacfc \uac19\uc740 RNN\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>7. \ubaa8\ub378 \uc870\uc815<\/h2>\n<h3>7.1 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \ubc29\ubc95\uc73c\ub85c Grid Search, Random Search, Bayesian Optimization\uc744 \uc774\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>7.2 \ubaa8\ub378 \uac80\uc99d<\/h3>\n<p>\ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uad50\ucc28 \uac80\uc99d\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc624\ubc84\ud53c\ud305\uc744 \ubc29\uc9c0\ud558\uace0, \ubaa8\ub378\uc758 \uc2e0\ub8b0\uc131\uc744 \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>7.3 \uc131\ub2a5 \ud3c9\uac00 \uc9c0\ud45c<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \ud1b5\ud574 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n<ul>\n<li>\uc815\ud655\ub3c4(Accuracy)<\/li>\n<li>F1 Score<\/li>\n<li>ROC-AUC<\/li>\n<li>\ub85c\uadf8 \uc190\uc2e4(Log Loss)<\/li>\n<\/ul>\n<h2>8. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c<\/h2>\n<h3>8.1 \uc804\ub7b5 \uc720\ud615<\/h3>\n<p>\uc804\ub7b5\uc740 \ud06c\uac8c \ub2e4\uc74c\uacfc \uac19\uc740 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud2b8\ub80c\ub4dc \ucd94\uc801 \uc804\ub7b5:<\/strong> \uc2dc\uc7a5\uc758 \ucd94\uc138\ub97c \ub530\ub77c \uac70\ub798\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5ed\ucd94\uc138 \uc804\ub7b5:<\/strong> \uc2dc\uc7a5\uc758 \ubc18\uc804 \uc2dc\uc810\uc744 \uc608\uce21\ud558\uc5ec \uac70\ub798\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uace0\uc804\uc801 \uc2e0\ud638 \uae30\ubc18 \uc804\ub7b5:<\/strong> \ud2b9\uc815 \uc9c0\ud45c \ub610\ub294 \ud328\ud134\uc744 \uae30\ubc18\uc73c\ub85c \uac70\ub798\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>8.2 \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n<p>\ub9ac\uc2a4\ud06c \uad00\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\uace0, \uc790\uc0b0\uc744 \ubcf4\ud638\ud558\uae30 \uc704\ud55c \uc804\ub7b5\uc744 \uc218\ub9bd\ud574\uc57c \ud569\ub2c8\ub2e4. \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ub2e4\uac01\ud654, \uc190\uc808\ub9e4 \uc124\uc815 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<h2>9. \ubc31\ud14c\uc2a4\ud305 \ubc0f \uc2e4\uac70\ub798<\/h2>\n<h3>9.1 \ubc31\ud14c\uc2a4\ud305\uc758 \uc911\uc694\uc131<\/h3>\n<p>\ubc31\ud14c\uc2a4\ud305\uc740 \uc5ed\uc0ac\uc801 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc804\ub7b5\uc758 \uc720\ud6a8\uc131\uc744 \ud3c9\uac00\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2e4\uc81c \uac70\ub798\uc5d0 \uc801\uc6a9\ud558\uae30 \uc804\uc5d0 \uc804\ub7b5\uc758 \uc131\uacfc\ub97c \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>9.2 \uc2e4\uac70\ub798 \ud658\uacbd \uad6c\ucd95<\/h3>\n<p>\uc2e4\uc81c \uc2dc\uc7a5\uc5d0\uc11c \uac70\ub798\ud558\uae30 \uc704\ud574 \ud544\uc694\ud55c \ucd5c\uc18c\ud55c\uc758 \uc778\ud504\ub77c\uc640 \ud234\uc744 \uac16\ucd94\uc5b4\uc57c \ud558\uba70, API\ub97c \uc774\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>10. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378 \uc124\uacc4 \ubc0f \uc870\uc815 \uacfc\uc815\uc5d0\uc11c \uc911\uc694\ud55c \uc694\uc18c\ub97c \uc774\ud574\ud558\uace0, \uc790\uc2e0\uc758 \uc804\ub7b5\uc744 \ubc1c\uc804\uc2dc\ucf1c \ub098\uac00\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc2e4\ud5d8\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc73c\uba70, \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc744 \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \ud56d\uc0c1 \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 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