\uc804\ub7b5 \ud14c\uc2a4\ud2b8: \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc804\ub7b5 \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \uac70\ub798 \uc804\ub7b5\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n2. \uba38\uc2e0\ub7ec\ub2dd \uae30\ucd08<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud559\uc2b5\ud568\uc73c\ub85c\uc368, \ud2b9\uc815 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ub370 \ud544\uc694\ud558\uc9c0 \uc54a\uc740 \uba85\uc2dc\uc801\uc778 \ud504\ub85c\uadf8\ub798\ubc0d \uc5c6\uc774 \uc2a4\uc2a4\ub85c \ubc1c\uc804\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc8fc\ub85c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4: \uac10\ub3c5 \ud559\uc2b5, \ube44\uac10\ub3c5 \ud559\uc2b5 \ubc0f \uac15\ud654 \ud559\uc2b5.<\/p>\n
2.1 \uac10\uc2dc \ud559\uc2b5(Supervised Learning)<\/h3>\n
\uac10\ub3c5 \ud559\uc2b5\uc740 \uc785\ub825 \ub370\uc774\ud130\uc640 \ub300\uc751\ud558\ub294 \ucd9c\ub825 \ub370\uc774\ud130\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c, \ubaa8\ub378\uc774 \ub450 \ub370\uc774\ud130 \uac04\uc758 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd \uac00\uaca9 \ub370\uc774\ud130\uc640 \uadf8\uc5d0 \ub300\ud55c \uc608\uce21 \uac00\uaca9 \ub370\uc774\ud130\uac00 \uc8fc\uc5b4\uc9c4\ub2e4\uba74, \uc54c\uace0\ub9ac\uc998\uc740 \uc774\ub97c \ud559\uc2b5\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.2 \ube44\uac10\uc2dc \ud559\uc2b5(Unsupervised Learning)<\/h3>\n
\ube44\uac10\uc2dc \ud559\uc2b5\uc5d0\uc11c\ub294 \ucd9c\ub825 \ub370\uc774\ud130 \uc5c6\uc774 \uc785\ub825 \ub370\uc774\ud130\ub9cc \uc0ac\uc6a9\ud558\uc5ec \ud328\ud134\uacfc \uad6c\uc870\ub97c \ucc3e\uc2b5\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95\uc774 \ub300\ud45c\uc801\uc778 \uc608\uc785\ub2c8\ub2e4. \uc5ec\ub7ec \uc885\ubaa9\uc758 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uad70\uc9d1\ud654\ud558\uc5ec \uc720\uc0ac\ud55c \ud589\ub3d9\uc744 \ubcf4\uc774\ub294 \uc8fc\uc2dd \uadf8\ub8f9\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.3 \uac15\ud654 \ud559\uc2b5(Reinforcement Learning)<\/h3>\n
\uac15\ud654 \ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70, \ubcf4\uc0c1\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ud2b9\uc815 \uc804\ub7b5\uc774 \uc218\uc775\uc744 \uc99d\ub300\uc2dc\ud0a4\ub294\uc9c0\uc5d0 \ub300\ud55c \ubcf4\uc0c1\uc744 \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998\uc774 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \ub525\ub7ec\ub2dd \uae30\ucd08<\/h2>\n
\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc5ec\ub7ec \uce35\uc758 \ub274\ub7f0\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uc774\ubbf8\uc9c0, \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uadf8\ub9ac\uace0 \ucd5c\uadfc \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c\ub3c4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.1 \uc778\uacf5\uc2e0\uacbd\ub9dd(Artificial Neural Network)<\/h3>\n
\uc778\uacf5\uc2e0\uacbd\ub9dd\uc740 \ub274\ub7f0\uacfc \uac19\uc740 \uad6c\uc870\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\ub85c\uc11c, \uc785\ub825 \ub370\uc774\ud130\uc640 \ucd9c\ub825 \ub370\uc774\ud130 \uac04\uc758 \ubcf5\uc7a1\ud55c \ube44\uc120\ud615 \uad00\uacc4\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub2e4\uc218\uc758 \uc740\ub2c9 \uce35\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4, \uace0\ucc28\uc6d0\uc758 \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.2 \uc21c\ud658\uc2e0\uacbd\ub9dd(Recurrent Neural Networks)<\/h3>\n
\uc21c\ud658\uc2e0\uacbd\ub9dd\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc640 \uac19\uc740 \uc5f0\uc18d\uc801\uc778 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\ub294 \ub370 \ud2b9\ud788 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uc8fc\uc2dd \uac00\uaca9 \ub370\uc774\ud130\ub294 \uc2dc\uac04\uc758 \ud750\ub984\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\uae30 \ub54c\ubb38\uc5d0, RNN\uc744 \uc801\uc6a9\ud558\uc5ec \uacfc\uac70 \uac00\uaca9 \uc815\ubcf4\ub97c \uc774\uc6a9\ud55c \uc608\uce21\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4.<\/p>\n
4. \uc704\ud5d8-\uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504 \uc774\ud574\ud558\uae30<\/h2>\n
\uc704\ud5d8-\uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504\ub294 \ud22c\uc790\uc5d0\uc11c \ud544\uc5f0\uc801\uc73c\ub85c \ub530\ub974\ub294 \uac1c\ub150\uc73c\ub85c, \ub192\uc740 \uc218\uc775\uc744 \uc6d0\ud560\uc218\ub85d \ub354 \ub9ce\uc740 \uc704\ud5d8\uc744 \uac10\uc218\ud574\uc57c \ud55c\ub2e4\ub294 \uc6d0\ub9ac\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc774\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uac70\ub798 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \uc788\uc5b4 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n
4.1 \uc0e4\ud504 \ube44\uc728(Sharpe Ratio)<\/h3>\n
\uc0e4\ud504 \ube44\uc728\uc740 \uc704\ud5d8 \uc870\uc815 \uc218\uc775\ub960\uc744 \uce21\uc815\ud558\ub294 \uc9c0\ud45c\ub85c, \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \ucd08\uacfc \uc218\uc775\ub960\uc744 \ud45c\uc900\ud3b8\ucc28\ub85c \ub098\ub208 \uac12\uc785\ub2c8\ub2e4. \ub192\uc740 \uc0e4\ud504 \ube44\uc728\uc740 \ub354 \ub192\uc740 \uc704\ud5d8 \uc870\uc815 \uc218\uc775\uc744 \ub098\ud0c0\ub0b4\uba70, \uc774\ub97c \ud1b5\ud574 \uc704\ud5d8-\uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504\ub97c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.2 \ucd5c\ub300 \uc190\uc2e4(Maximum Drawdown)<\/h3>\n
\ucd5c\ub300 \uc190\uc2e4\uc740 \ud22c\uc790 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uac00 \ud2b9\uc815 \uc2dc\uc810\uc5d0\uc11c \uacbd\ud5d8\ud55c \ucd5c\ub300 \uc190\uc2e4\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc774\ub294 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \ub9ac\uc2a4\ud06c\ub97c \ud3c9\uac00\ud558\ub294 \uc911\uc694\ud55c \uc9c0\ud45c\uc785\ub2c8\ub2e4.<\/p>\n
5. \ub2e8\uc77c \uc22b\uc790\ub85c \uc704\ud5d8-\uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504 \ud3ec\ucc29\ud558\ub294 \ubc29\ubc95<\/h2>\n
\uc704\ud5d8-\uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504\ub97c \ub2e8\uc77c \uc22b\uc790\ub85c \ud3ec\ucc29\ud558\ub294 \uac83\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc694\uc18c\uac00 \uc5bd\ud600 \uc788\uae30 \ub54c\ubb38\uc5d0, \ucd5c\uc801\uc758 \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc774\ub97c \uc815\ub7c9\ud654\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc774 \uacfc\uc815\uc744 \ub2e4\ub8e8\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n
5.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n
\uc8fc\uc2dd \uac00\uaca9, \uac70\ub798\ub7c9, \uae30\uc220\uc801 \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ud6c4 \uacb0\uce21\uac12 \ucc98\ub9ac, \ub370\uc774\ud130 \uc815\uaddc\ud654, \ud2b9\uc131 \uc120\ud0dd \ub4f1\uc758 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uce69\ub2c8\ub2e4.<\/p>\n
5.2 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n
\uc704\ud5d8-\uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504\ub97c \ubd84\uc11d\ud560 \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc774\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774\ub098 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 \ub420 \uc218 \uc788\uc73c\uba70, \uc9c0\uc6d0 \ubca1\ud130 \ud68c\uadc0(SVR), \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, LSTM \ub4f1\uc774 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n
5.3 \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ud29c\ub2dd<\/h3>\n
\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud574 \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\uace0, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \ud29c\ub2dd\ud558\uc5ec \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0c5\ub2c8\ub2e4. \uad50\ucc28 \uac80\uc99d\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud655\uc778\ud569\ub2c8\ub2e4.<\/p>\n
5.4 \uc704\ud5d8-\uc218\uc775 \uc9c0\ud45c \uc0dd\uc131<\/h3>\n
\ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c, \uc0e4\ud504 \ube44\uc728\uc774\ub098 \ucd5c\ub300 \uc190\uc2e4\uacfc \uac19\uc740 \uc704\ud5d8-\uc218\uc775 \uc9c0\ud45c\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \uc9c0\ud45c\ub4e4\uc740 \ub2e8\uc77c \uc22b\uc790\ub85c \ud22c\uc790 \uc131\uacfc\ub97c \ub098\ud0c0\ub0b4\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.5 \uc804\ub7b5 \ud3c9\uac00 \ubc0f \uac1c\uc120<\/h3>\n
\uc0dd\uc131\ub41c \uc704\ud5d8-\uc218\uc775 \uc9c0\ud45c\ub97c \uae30\ubc18\uc73c\ub85c, \uc54c\uace0\ub9ac\uc998\uc758 \uc131\uacfc\ub97c \ud3c9\uac00\ud558\uace0 \ud5a5\ud6c4 \uac1c\uc120\uc810\uc744 \ubaa8\uc0c9\ud569\ub2c8\ub2e4. \uc774\ub294 \uc9c0\uc18d\uc801\uc778 \uacfc\uc815\uc73c\ub85c, \uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub9de\ucdb0 \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc2dc\uc5d0 \uc870\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub2e8\uc77c \uc22b\uc790\ub85c \uc704\ud5d8-\uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504\ub97c \ud3ec\ucc29\ud558\ub294 \ub370 \uc788\uc5b4 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uac00 \uc911\uc694\ud55c \ub9cc\ud07c, \ud6a8\uacfc\uc801\uc778 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \ubaa8\ub378\ub9c1\uc774 \ub354\uc6b1 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \ud55c\uce35 \ub354 \ubc1c\uc804\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc5f0\uad6c\ud558\uace0 \uc2e4\ud589\ud558\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
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\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc790\uc0b0\uc744 \uac70\ub798\ud558\uae30 \uc704\ud574 \ucef4\ud4e8\ud130 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\uc5ec \uc624\ub79c \uae30\uac04 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \uc608\uce21\ud558\uace0, \uc2e4\ud589\ud558\ub294\ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \uac04 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ubc1c\uc804\ud558\uba74\uc11c \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uacfc \uc815\ubc00\ub3c4\uac00 \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uae08\uc735 \uc790\uc0b0\uc758 \uc704\ud5d8-\uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504\ub97c \ub2e8\uc77c \uc22b\uc790\ub85c \ud3ec\ucc29\ud558\ub294 \ubc29\ubc95\uc5d0 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc77c \uc22b\uc790\ub85c \uc704\ud5d8 \uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504 \ud3ec\ucc29”<\/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-28892","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, \ub2e8\uc77c \uc22b\uc790\ub85c \uc704\ud5d8 \uc218\uc775 \ud2b8\ub808\uc774\ub4dc\uc624\ud504 \ud3ec\ucc29 - 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