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{"id":29361,"date":"2024-10-27T16:18:04","date_gmt":"2024-10-27T16:18:04","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29361"},"modified":"2024-11-26T06:52:54","modified_gmt":"2024-11-26T06:52:54","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-%ed%85%8d%ec%8a%a4%ed%8a%b8-%eb%8d%b0%ec%9d%b4-3","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29361\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ud2b8\ub808\uc774\ub529 \uad50\ud6c8\uacfc \ub2e4\uc74c \ub2e8\uacc4"},"content":{"rendered":"

<\/p>\n

\ud604\ub300\uc758 \uae08\uc735 \uc2dc\uc7a5\uc740 \ub370\uc774\ud130 \ubd84\uc11d \uae30\uad00\uc758 \ubd80\uc0c1\uacfc \ud568\uaed8 \ub514\uc9c0\ud138\ud654\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud22c\uc790\uc790\uc640 \ud2b8\ub808\uc774\ub354\ub294 \uc218\uc775\uc744 \uc62c\ub9ac\uae30 \uc704\ud574 \uc778\uacf5\uc9c0\ub2a5, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354 \ub098\uc740 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ud65c\uc6a9\uc740 \ub274\uc2a4, \uc18c\uc15c \ubbf8\ub514\uc5b4, \uc7ac\ubb34 \ubcf4\uace0\uc11c \ub4f1\uc758 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc2dc\uc7a5\uc758 \ub3d9\ud5a5\uc744 \ud30c\uc545\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\uc694\uc640 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud558\uc704 \ubd84\uc57c\ub85c, \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ubc30\uc6b0\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \ud1b5\uacc4\uc801 \ubc29\ubc95\ub4e4\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0, \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ub354 \uace0\uae09\uc758 \ucd94\ub860\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ubcf4\ud1b5 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc9c0\ub3c4\ud559\uc2b5(Supervised Learning): \ub370\uc774\ud130\uc5d0 \ub808\uc774\ube14\uc774 \ubd80\ucc29\ub418\uc5b4 \uc788\ub294 \uacbd\uc6b0, \uc774 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4\ud559\uc2b5(Unsupervised Learning): \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uc5ec \ub370\uc774\ud130\uc758 \uc228\uaca8\uc9c4 \uad6c\uc870\ub97c \ubc1c\uacac\ud569\ub2c8\ub2e4.<\/li>\n
\uac15\ud654\ud559\uc2b5(Reinforcement Learning): \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ucd5c\ub300 \ubcf4\uc0c1\uc744 \uc5bb\uae30 \uc704\ud574 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc758 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4. \ud2b9\ud788, CNN(\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd)\uacfc RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd)\uc740 \uc774\ubbf8\uc9c0\uc640 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2. \ud000\ud2b8 \ub9e4\ub9e4\ub780?<\/h2>\n
\ud000\ud2b8 \ub9e4\ub9e4(Quantitative Trading)\ub294 \uc218\uce58\uc801 \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uac70\ub798 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\uc5ec \uc790\uc0b0\uc744 \uc0ac\uace0\ud30c\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uace0\uc18d \uac70\ub798\ub97c \uac00\ub2a5\ud558\uac8c \ud558\uace0, \uac10\uc815\uc758 \uc601\ud5a5\uc744 \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \ud000\ud2b8 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n
2.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n
\ud000\ud2b8 \ub9e4\ub9e4\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ub370\uc774\ud130 \uc218\uc9d1\uc785\ub2c8\ub2e4. \uc8fc\uac00 \ub370\uc774\ud130, \uac70\ub798\ub7c9 \ub370\uc774\ud130, \uacbd\uc81c \uc9c0\ud45c \ub4f1 \uc5ec\ub7ec \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud55c \ub4a4, \uc774\ub97c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc5d0 \ub9de\uac8c \uc804\ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uacb0\uce21\uce58 \uc81c\uac70, \uc815\uaddc\ud654 \ubc0f \ud45c\uc900\ud654\ub97c \ud3ec\ud568\ud55c \uc5ec\ub7ec \uc804\ucc98\ub9ac \uae30\uc220\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
2.2 \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud6c8\ub828<\/h3>\n
\uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0 \ud6c8\ub828\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ud558\ub294 \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc120\ud615 \ud68c\uadc0(Linear Regression)<\/li>\n
\ud68c\uadc0 \ub098\ubb34(Regression Trees)<\/li>\n
\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(Support Vector Machines)<\/li>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forests)<\/li>\n
LSTM(\uc7a5\uae30 \ub2e8\uae30 \uba54\ubaa8\ub9ac)<\/li>\n<\/ul>\n
3. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ud65c\uc6a9<\/h2>\n
\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\ud55c \uc694\uc18c\ub85c, \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\uae00 \ub4f1 \ub2e4\uc591\ud55c \ud615\ud0dc\ub85c \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uac10\uc815 \ubd84\uc11d\uc744 \uc218\ud589\ud558\uace0, \uc2dc\uc7a5\uc758 \ub3d9\ud5a5\uc744 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.1 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing)<\/h3>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \uae30\uc220\ub85c, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \ubc29\ubc95\uc73c\ub85c\ub294 RNN, LSTM \ubc0f BERT\uc640 \uac19\uc740 \uad6c\uc870\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub274\uc2a4 \uae30\uc0ac\uc758 \uac10\uc815 \uc810\uc218\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.2 \uac10\uc815 \ubd84\uc11d<\/h3>\n
\ub274\uc2a4 \uae30\uc0ac\uc640 \uc18c\uc15c \ubbf8\ub514\uc5b4\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \uac10\uc815 \ubd84\uc11d\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uae0d\uc815\uc801, \ubd80\uc815\uc801, \uc911\ub9bd\uc801 \uac10\uc815\uc744 \ud30c\uc545\ud558\ub824\uba74 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud14d\uc2a4\ud2b8\ub97c \ubca1\ud130\ud654\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c SVM\uc774\ub098 LSTM\uc744 \ud6c8\ub828\uc2dc\ud0a4\ub294 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. \uad50\ud6c8\uacfc \ub3c4\uc804<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529\uc740 \uae30\ub300 \uc774\uc0c1\uc758 \uacb0\uacfc\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc9c0\ub9cc, \uba87 \uac00\uc9c0 \ub3c4\uc804\uacfc\uc81c\ub97c \ub3d9\ubc18\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uacfc\uc801\ud569(overfitting) \ubb38\uc81c\ub098 \ub370\uc774\ud130\uc758 \ud3b8\ud5a5\uc131(bias)\uc774 \uc5ec\uae30\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \uc804\ub7b5\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uad50\ucc28 \uac80\uc99d(Cross Validation): \ub370\uc774\ud130\ub97c \uc5ec\ub7ec \ubd80\ubd84\uc73c\ub85c \ub098\ub204\uc5b4 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud655\uc778\ud569\ub2c8\ub2e4.<\/li>\n
\uc815\uaddc\ud654(Normalization): \ubaa8\ub378\uc774 \uacfc\uc801\ud569\ub418\ub294 \uac83\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 L1 \uc815\uaddc\ud654\ub098 L2 \uc815\uaddc\ud654\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc559\uc0c1\ube14 \uae30\ubc95(Ensemble Techniques): \uc5ec\ub7ec \ubaa8\ub378\uc744 \uc870\ud569\ud558\uc5ec \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
5. \ub2e4\uc74c \ub2e8\uacc4<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud000\ud2b8 \ub9e4\ub9e4\uc758 \ub2e4\uc74c \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130 \ud65c\uc6a9: \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ubfd0\ub9cc \uc544\ub2c8\ub77c \uac00\uaca9, \uac70\ub798\ub7c9, \uae30\uc220\uc801 \uc9c0\ud45c \ub4f1\uc744 \ud568\uaed8 \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
\uc2e4\uc2dc\uac04 \uc54c\ub9bc \uc2dc\uc2a4\ud15c \uad6c\ud604: \uc2dc\uc7a5\uc758 \ubcc0\ub3d9 \uc0c1\ud669\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac10\uc9c0\ud558\uace0, \uc774\uc5d0 \ub300\uc751\ud558\ub294 \uc790\ub3d9\ud654\ub41c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4.<\/li>\n
\ud574\ud0b9 \ubc0f \ubcf4\uc548: \uc790\uc0b0\uc758 \ubcf4\uc548\uc744 \uac15\ud654\ud558\uae30 \uc704\ud55c \ubc29\ubc95\uacfc \uc54c\uace0\ub9ac\uc998\uc758 \uc548\uc804\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \uc804\ub7b5\uc744 \uc218\ub9bd\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc740 \ud000\ud2b8 \ub9e4\ub9e4\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ub3d9\ud5a5\uc744 \ud30c\uc545\ud558\uace0 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ud070 \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub3d9\uc2dc\uc5d0 \uadf8 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc5ec\ub7ec \ub3c4\uc804\uacfc\uc81c\ub97c \ubbf8\ub9ac \uc778\uc9c0\ud558\uace0, \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ud5a5\ud6c4 \ud000\ud2b8 \ub9e4\ub9e4 \ubd84\uc57c\uc5d0\uc11c\uc758 \uae30\uc220 \ubc1c\uc804\uacfc \uc5f0\uad6c\uac00 \uae30\ub300\ub418\ub294 \ubc14\uc785\ub2c8\ub2e4.<\/p>\n
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