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\n \ucd5c\uadfc \uba87 \ub144\uac04, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc774 \uc810\uc810 \ub354 \uc815\uad50\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uacfc \uadf8 \uacfc\uc815\uc5d0\uc11c\uc758 \uc8fc\uc694 \uae30\uc220 \ubc0f \uc0ac\ub840\ub97c \uc790\uc138\ud558\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\uace0 \uc608\uce21\uc744 \ud560 \uc218 \uc788\ub3c4\ub85d \ucef4\ud4e8\ud130\ub97c \ud6c8\ub828\uc2dc\ud0a4\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4. \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc77c\uc885\uc73c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559 \ubc0f \uc778\uacf5\uc9c0\ub2a5\uc758 \ubc1c\uc804\uc73c\ub85c \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc774 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubd84\uc11d \ubc0f \uc608\uce21\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8<\/h2>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804\uc5d0 \uc815\uc758\ub41c \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uc2dd, \uc678\ud658, \uc0c1\ud488 \ub4f1\uc758 \uae08\uc735 \uc0c1\ud488\uc744 \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uac70\ub798 \ubc29\uc2dd\uc740 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc744 \ube60\ub974\uac8c \ud3ec\ucc29\ud560 \uc218 \uc788\uc73c\uba70, \uc778\uac04\uc758 \uac10\uc815\uc744 \ubc30\uc81c\ud558\uc5ec \uc6d0\uce59\uc5d0 \uae30\ubc18\ud55c \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.\n <\/p>\n

2.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h3>\n
\n
\uac10\uc815\uc801 \uacb0\uc815\uc744 \ubc30\uc81c<\/li>\n
\ube60\ub978 \uac70\ub798 \uc218\ud589 \uc18d\ub3c4<\/li>\n
\uc2dc\uc7a5 \ube44\ud6a8\uc728\uc131 \ud3ec\ucc29 \uac00\ub2a5<\/li>\n
\uc2dc\uc2a4\ud15c\uc801 \uc811\uadfc \ubc29\uc2dd<\/li>\n<\/ul>\n
3. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uc801\uc6a9 \uc608\uc2dc<\/h2>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ub418\ub294\uc9c0\uc5d0 \ub300\ud55c \uba87 \uac00\uc9c0 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc8fc\uac00 \uc608\uce21, \uc704\ud5d8 \uad00\ub9ac, \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654 \ub4f1\uc744 \ud3ec\ud568\ud558\uba70, \uac01 \uae30\uc220\uc758 \uc7a5\uc810\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.\n <\/p>\n
3.1 \uc8fc\uac00 \uc608\uce21<\/h3>\n
\n \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uacfc\uac70 \uc8fc\uac00, \uac70\ub798\ub7c9, \uae30\uc220 \uc9c0\ud45c \ub4f1\uc744 \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \uc8fc\uac00\uc758 \ubbf8\ub798 \uc6c0\uc9c1\uc784\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud2b9\ud788, \uc2dc\uac04 \uc21c\uc11c\uac00 \uc788\ub294 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\ub294 \uacbd\uc6b0, LSTM(Long Short-Term Memory)\uacfc \uac19\uc740 recurrent neural networks (RNN) \ubaa8\ub378\uc774 \ub9ce\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4.\n <\/p>\n
3.2 \uc704\ud5d8 \uad00\ub9ac<\/h3>\n
\n \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc73c\ub85c \uc778\ud574 \uc704\ud5d8 \uad00\ub9ac\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc744 \uc774\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uc694\uc778\ub4e4(\uc608: \uacbd\uc81c \ub370\uc774\ud130, \ub274\uc2a4 \ub370\uc774\ud130 \ub4f1)\uc744 \ubd84\uc11d\ud558\uc5ec \uc704\ud5d8\uc744 \ud3c9\uac00\ud558\uace0 \uad00\ub9ac\ud558\ub294 \uc194\ub8e8\uc158\uc774 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM)\uc740 \ud2b9\uc815 \uc790\uc0b0\uc758 \uc704\ud5d8\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc73c\ub85c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
3.3 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/h3>\n
\n \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uc774\ub860\uc744 \ubc14\ud0d5\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uba74 \ub2e4\uc591\ud55c \uc790\uc0b0\uc5d0 \ub300\ud55c \ud22c\uc790 \ube44\uc728\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0e4\ud504 \ube44\uc728, \ubcc0\ub3d9\uc131, \uae30\ub300 \uc218\uc775\ub960 \ub4f1\uc744 \ubd84\uc11d\ud558\uc5ec \ucd5c\uc801\uc758 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad6c\uc131\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uac15\ud654 \ud559\uc2b5(Reinforcement Learning)\uc740 \uc774\ub7f0 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4. \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c<\/h2>\n
4.1 Hedge Fund\uc758 \uba38\uc2e0\ub7ec\ub2dd \ud65c\uc6a9<\/h3>\n
\n \ub9ce\uc740 \ud5e4\uc9c0\ud380\ub4dc\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Renaissance Technologies\ub294 \uace0\uae09 \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc744 \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud558\uba70, \uc131\uacf5\uc801\uc73c\ub85c \uc218\uc775\uc744 \uc62c\ub9ac\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub4e4\uc758 \uc811\uadfc \ubc29\uc2dd\uc740 \uc2dc\uc7a5\uc758 \ube44\ud6a8\uc728\uc131\uc744 \ucc3e\uc544\ub0b4\uc5b4 \uc774\ub97c \ud65c\uc6a9\ud558\ub294 \uac83\uc5d0 \uc911\uc810\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4.2 \ub85c\ubcf4 \uc5b4\ub4dc\ubc14\uc774\uc800<\/h3>\n
\n \ub85c\ubcf4 \uc5b4\ub4dc\ubc14\uc774\uc800\ub294 \uace0\uac1d\uc758 \ud22c\uc790 \uc131\ud5a5\uacfc \ubaa9\ud45c\uc5d0 \ub9de\ucd98 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uc790\ub3d9\uc73c\ub85c \uad6c\uc131\ud558\uace0 \uad00\ub9ac\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uace0\uac1d\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ucd5c\uc801\uc758 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\ud5a5\uc73c\ub85c \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Betterment\uc640 Wealthfront\uc640 \uac19\uc740 \uae30\uc5c5\ub4e4\uc774 \uc774\ub7ec\ud55c \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
5. \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c\uacc4\uc640 \ub3c4\uc804 \uacfc\uc81c<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub9ce\uc740 \uae30\ud68c\ub97c \uc81c\uacf5\ud558\uc9c0\ub9cc, \uba87 \uac00\uc9c0 \ud55c\uacc4\uc640 \ub3c4\uc804 \uacfc\uc81c\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc9c8, \ub370\uc774\ud130\uc758 \uc591, \uc624\ubc84\ud53c\ud305(overfitting) \ubb38\uc81c, \ubaa8\ub378 \ud574\uc11d\uc758 \uc5b4\ub824\uc6c0 \ub4f1\uc774 \uc8fc\uc694\ud55c \uc774\uc288\uc785\ub2c8\ub2e4.\n <\/p>\n
5.1 \ub370\uc774\ud130\uc758 \uc9c8\uacfc \uc591<\/h3>\n
\n \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud558\uba70, \ub370\uc774\ud130\uac00 \ubd88\ub7c9\ud558\uac70\ub098 \ubd80\uc871\ud560 \uacbd\uc6b0 \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uace0\ud488\uc9c8\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc720\uc9c0\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.\n <\/p>\n
5.2 \uc624\ubc84\ud53c\ud305 \ubb38\uc81c<\/h3>\n
\n \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub108\ubb34 \ubcf5\uc7a1\ud574\uc9c8 \uacbd\uc6b0 \ud6c8\ub828 \ub370\uc774\ud130\uc5d0\ub294 \ub9e4\uc6b0 \uc798 \ub9de\uc9c0\ub9cc, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0\ub294 \uc798 \ub9de\uc9c0 \uc54a\ub294 \ubb38\uc81c(\uc624\ubc84\ud53c\ud305)\ub97c \uacaa\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc801\uc808\ud55c \uc815\uaddc\ud654 \ubc29\ubc95\uacfc \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc744 \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n
6. \ubbf8\ub798 \uc804\ub9dd<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc911\uc694\uc131\uc774 \uacc4\uc18d\ud574\uc11c \ucee4\uc838\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub294 \ub354\uc6b1 \ubc1c\uc804\ub41c \uc54c\uace0\ub9ac\uc998\uacfc \uae30\uc220\ub4e4\uc774 \ub4f1\uc7a5\ud558\uc5ec \uc2dc\uc7a5 \uc608\uce21\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uace0, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \ub610, \uc778\uacf5\uc9c0\ub2a5\uc774 \uc8fc\ub3c4\ud558\ub294 \uae08\uc735 \ubd84\uc11d\uc774 \uc77c\ubc18\ud654\ub418\uba74\uc11c, \ud22c\uc790\uc5c5\uacc4 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud65c\uc6a9\uc774 \uc99d\uac00\ud560 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n
\uacb0\ub860<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud601\uc2e0\uc744 \uac00\uc838\uc624\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uacfc \ud6a8\uc728\uc801\uc778 \uac70\ub798 \uc804\ub7b5\uc774 \uacb0\ud569\ub418\uc5b4 \ub354 \ub098\uc740 \ud22c\uc790 \uc131\uacfc\ub97c \uc774\ub04c\uc5b4\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud22c\uc790\uc790\ub4e4\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc801 \ubc1c\uc804\uc744 \ud1b5\ud574 \ubcf4\ub2e4 \uc2a4\ub9c8\ud2b8\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uad00\ub9ac\ub97c \uc2dc\ub3c4\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n
\ucc38\uace0 \ubb38\ud5cc<\/h2>\n
\n
J. McKinsey, \u201cHow AI is transforming the investment industry\u201d, 2021.<\/li>\n
M. Baker, \u201cMachine Learning for Asset Managers\u201d, 2020.<\/li>\n
Portfolio Management and Investment Strategy, The CFA Institute, 2022.<\/li>\n<\/ul>\n
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