\uc11c\ub860<\/h2>\n
\n \ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uafb8\uc900\ud788 \uc99d\uac00\ud558\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd(ML)\uc640 \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc758 \ubc1c\uc804\uc774 \uadf8 \ubc30\uacbd\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud2b9\uc815 \uc870\uac74\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c, \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1 \ub2e4\uc591\ud55c \uc2dc\uc7a5\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\uc801 \uc6d0\ub9ac\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uace0, \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\ub4ec\uc774 \uac70\ub798 \uc131\ub2a5\uc744 \uc5b4\ub5bb\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n \n \uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \uacbd\ud5d8\uc744 \ud1b5\ud574 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud558\uc704 \ubd84\uc57c\uc785\ub2c8\ub2e4. \ud2b9\ud788, \uc77c\uc815 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\uc5ec \uc608\uce21 \ubc0f \ud328\ud134 \uc778\uc2dd\uc744 \uc218\ud589\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uc54c\uace0\ub9ac\uc998\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n <\/p>\n \n \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd80\ubd84\uc73c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd(ANN)\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \ub2e4\uce35 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \ub192\uc740 \ucc28\uc6d0\uc5d0\uc11c\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ubd84\uc11d\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc801\ud569\ud55c LSTM(Long Short-Term Memory)\uc774\ub098 CNN(Convolutional Neural Networks)\uacfc \uac19\uc740 \ubaa8\ub378\uc774 \ub9ce\uc774 \uc5f0\uad6c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n \n \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b \ubc18\uc751\uc131\uc774 \ub6f0\uc5b4\ub098\uba70, \uc5ec\ub7ec \ud6c8\ub828 \uc0d8\ud50c\uc744 \uae30\ubc18\uc73c\ub85c \uc790\uccb4\uc801\uc73c\ub85c \uc720\uc6a9\ud55c \ud53c\uccd0\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc131 \ub355\ubd84\uc5d0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n \n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc2dc\uc7a5\uc758 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00\uc758 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ubbf8\ub798\uc758 \uac00\uaca9 \uc6c0\uc9c1\uc784\uc744 \uc608\uce21\ud558\uac70\ub098, \ud2b9\uc815 \uc870\uac74\ubd80 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.\n <\/p>\n \n\ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/strong>: \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uccab \ub2e8\uacc4\ub294 \uc801\uc808\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc774\ub97c \ub3c5\ub9bd\uc801\uc774\uace0 \uc885\uc18d\uc801\uc778 \ubcc0\uc218\ub85c \ub098\ub204\uc5b4 \uc804\ucc98\ub9ac\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc8fc\uac00 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uc7ac\ubb34\uc81c\ud45c, \ub274\uc2a4 \uae30\uc0ac \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc735\ud569\ud558\uc5ec \ubaa8\ub378\uc758 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.\n <\/p>\n \n\ubaa8\ub378 \uc120\ud0dd \ubc0f \ud6c8\ub828<\/strong>: \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uc5ec \ud6c8\ub828\ud569\ub2c8\ub2e4. \uc9c0\ub3c4 \ud559\uc2b5\uc744 \ud65c\uc6a9\ud558\uc5ec \uacfc\uac70 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc608\uce21\uc744 \uc2dc\ub3c4\ud558\uace0, \uc131\uacfc\ub97c \uce21\uc815\ud558\uc5ec \ubaa8\ub378\uc744 \uc870\uc815\ud569\ub2c8\ub2e4.\n <\/p>\n \n\ub9e4\ub9e4 \uc804\ub7b5 \uac1c\ubc1c<\/strong>: \uc608\uce21\ub41c \uac00\uaca9\uc774\ub098 \uc2e0\ud638\ub97c \ubc14\ud0d5\uc73c\ub85c \uad6c\uccb4\uc801\uc778 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub9c8\ucf13 \uba54\uc774\ud0b9, \ud2b8\ub80c\ub4dc \ucd94\uc801, \uc544\ube44\ud2b8\ub9ac\uc9c0 \ub4f1 \ub2e4\uc591\ud55c \uc804\ub7b5\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4.\n <\/p>\n<\/section>\n \n \uc0c8\ub85c\uc6b4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \uac1c\ubc1c\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ub354 \uc798 \uc774\ud574\ud558\uace0, \ubcf4\ub2e4 \uc815\ud655\ud55c \uc608\uce21\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uc2e0 \uc5f0\uad6c\uc5d0\uc11c\ub294 \ub354 \uac15\ub825\ud55c \ud53c\uccd0 \uc120\ud0dd \uae30\ubc95, \uc559\uc0c1\ube14 \ubaa8\ub378\ub9c1, \uadf8\ub9ac\uace0 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uc774 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n \n \ud53c\uccd0 \uc120\ud0dd\uc740 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00 \uc608\uce21\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uc9c0\ud45c(\uc774\ub3d9 \ud3c9\uade0, RSI, MACD \ub4f1)\ub97c \uc2e0\uc911\ud558\uac8c \uc120\ud0dd\ud558\uc5ec \ud65c\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4. \ud53c\uccd0 \uc120\ud0dd \uae30\ubc95\uc744 \ud1b5\ud574 \ubd88\ud544\uc694\ud55c \ubcc0\uc218\ub97c \uc81c\uac70\ud558\uace0, \ucd5c\uc801\uc758 \uc785\ub825 \ubcc0\uc218\ub97c \uc120\ud0dd\ud568\uc73c\ub85c\uc368 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n \n \uc559\uc0c1\ube14 \ubaa8\ub378\ub9c1\uc740 \uc5ec\ub7ec \uac1c\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uacb0\ud569\ud558\uc5ec \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uac01 \ubaa8\ub378\uc758 \uc608\uce21 \uacb0\uacfc\ub97c \uacb0\ud569\ud558\uc5ec \ub354 \uc815\ud655\ud55c \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ud2b9\ud788 \uc8fc\uc2dd \uc2dc\uc7a5\uacfc \uac19\uc774 \ub178\uc774\uc988\uac00 \ub9ce\uc740 \ud658\uacbd\uc5d0\uc11c \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.\n <\/p>\n \n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc5ec\ub7ec \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uac00\uc9c0\uace0 \uc788\uc73c\uba70, \uc774\ub4e4\uc740 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \ub530\ub77c\uc11c Grid Search, Random Search, Bayesian Optimization\uacfc \uac19\uc740 \uae30\ubc95\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \ud0d0\uc0c9\ud558\uace0 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n \n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\uace0, \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c \uc18c\uac1c\ud55c \ub2e4\uc591\ud55c \ubc29\ubc95\ub4e4\uc740 \ud2b8\ub808\uc774\ub354\ub4e4\uc774 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uc2dc\uc7a5\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \ud601\uc2e0\uc740 \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \ub354\uc6b1 \uace0\ub3c4\ud654\uc2dc\ud0ac \uac83\uc774\uba70, \uc774\ub294 \uae08\uc735 \uc2dc\uc7a5\uc758 \ud2b8\ub80c\ub4dc\ub97c \uc120\ub3c4\ud558\ub294 \ub610 \ub2e4\ub978 \uae30\uc220\ub85c \uc774\uc5b4\uc9c8 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n<\/section>\n1. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n
\n
2. \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804<\/h2>\n
3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ud65c\uc6a9<\/h2>\n
4. \uc54c\uace0\ub9ac\uc998 \ud601\uc2e0\uc744 \ud1b5\ud55c \uc131\ub2a5 \ud5a5\uc0c1<\/h2>\n
4.1. \ud53c\uccd0 \uc120\ud0dd \uae30\ubc95<\/h3>\n
4.2. \uc559\uc0c1\ube14 \ubaa8\ub378\ub9c1<\/h3>\n
4.3. \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815<\/h3>\n
5. \ub9c8\ubb34\ub9ac<\/h2>\n
\ucc38\uace0\ubb38\ud5cc<\/h2>\n